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  • A
    license
    A
    quality
    A
    maintenance
    Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
    8
    12
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations for effective workflow automation.
    28
    51,963 npm
    23,087
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to index files across a local operating system and a multi-node SSH fleet in-place, anchoring every memory and citation to a 1-based page with per-page SHA-256 drift detection and .env secret redaction. Provides hybrid search, page hydration, metadata/inode lookup, and full-fleet synchronization through six annotated MCP tools.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that retrieves relevant code snippets and documents to assist in generating pymilvus code, converting between ORM and client, and translating Milvus code between programming languages.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    5 npm
    ISC
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to semantically search and retrieve 3GPP TS/TR specifications across Rel-15 through Rel-20, including 5G NR, LTE, RAN, and 5G core, without maintaining a local index. Supports text, image, section, and document metadata queries with filters by release, document number, series, and TS/TR type.
    -
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    A Knowledge Graph MCP server optimized for LLM context efficiency through compact JSON and SQLite persistence. It enables full graph management including node/edge CRUD operations, full-text search, and subgraph traversal.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    AI-powered n8n documentation server that enables intelligent semantic search and retrieval of node configurations, workflows, and templates for AI assistants.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Your coding agent remembers how it solved past tasks and reuses it next time: trigger, steps, outcome, lessons. Hooks recall the right skill before a task; skills strengthen with confirmed use and unused ones decay. Local SQLite, no API key, nothing leaves your machine. 9 MCP tools, works with Claude Code, Codex and Cursor. Agent-written memory stays untrusted until you approve it.
    9
    179 PyPI
    9
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    29 PyPI
    29
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Index docs websites and local folders, then let Claude, Cursor, or any MCP client answer from the current docs, with a link to every section it used.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that keeps raw tool output out of the context window by sandboxing and compressing results (about 98% reduction), persisting file edits, git operations, tasks and decisions in SQLite with BM25 retrieval so the agent resumes after compaction, and enforcing routing across 17 platforms via MCP and hooks. It also encourages the model to write scripts that compute answers and log only results instead of reading large data into context.
    10
    24,527 npm
    2
    Elastic 2.0
  • F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    3
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Context Mode is an MCP server that reduces context window waste by sandboxing data-heavy tools, tracking session state in SQLite, and promoting code-based analysis over raw data reads, achieving up to 98% context savings.
    11
    24,527 npm
    Elastic 2.0