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"IBM MCP Context Forge - Model Context Protocol Framework" matching MCP servers:

  • Context Mode

    mksglu
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    maintenance
    An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.
    Last updated
    11
    13,202
    19,060
    Elastic 2.0

  • youtube-context-mcp

    realiti4
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    quality
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    A small MCP server that gives agents rich context about a YouTube video — its transcript, jump-to-the-moment deep links, metadata, and most-replayed moments — so they can answer questions, summarize, pull quotes, or surface highlights.
    Last updated
    7
    1
    MIT

  • mem-context

    turbyho
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    quality
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    maintenance
    Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.
    Last updated
    10
    MIT

  • eph-context

    matias-denatale
    F
    license
    A
    quality
    B
    maintenance
    Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without hallucinations.
    Last updated
    6
    1

  • pdf-context

    mematcha
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    quality
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    maintenance
    A local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.
    Last updated
    10
    MIT

  • Massive Context MCP

    egoughnour
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    license
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    quality
    C
    maintenance
    An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.
    Last updated
    17
    1
    MIT

  • Context-first

    XJTLUmedia
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    quality
    D
    maintenance
    Long AI conversations fail in predictable ways. Context-First fixes all four: Failure Mode What Goes Wrong Context-First Solution Context Drift AI forgets earlier decisions and intent as the conversation grows context_loop + detect_drift continuously re-anchor every turn Silent Contradiction New inputs silently overrule established facts — the AI doesn't notice detect_conflicts compares every inp
    Last updated
    8
    1
    MIT

  • open-context

    incu6us
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    license
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    quality
    C
    maintenance
    A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.
    Last updated
    18
    3
    MIT

  • fw-context-mcp

    turbyho
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    quality
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    maintenance
    Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.
    Last updated
    33
    3
    MIT

  • Task Context MCP Server

    l0kifs
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    quality
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    maintenance
    Enables AI agents to autonomously manage and improve execution processes for repetitive task types by storing reusable task contexts with associated artifacts (practices, rules, prompts, learnings) and providing full-text search across historical best practices.
    Last updated
    8
    1
    MIT

  • Agent Context Optimizer MCP

    AiAgentKarl
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    license
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    quality
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    maintenance
    Analyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.
    Last updated
    5
    1
    MIT

  • Context Engine MCP Server

    Kirachon
    F
    license
    B
    quality
    A
    maintenance
    A local-first, agent-agnostic MCP server that provides semantic search, persistent memory, and automated code review capabilities for development workflows. It leverages the Auggie SDK to offer advanced tools for codebase indexing, implementation planning, and deterministic static analysis.
    Last updated
    52
    48

  • SRC (Structured Repo Context)

    kvnpetit
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    license
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    quality
    C
    maintenance
    An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.
    Last updated
    5
    14
    1
    MIT