"JSON File Upload, Data Vectorization, and LLM Similarity Search" matching MCP servers:

• 

  JSON Contractsofficial

  json-contracts

  A

  license

  A

  quality

  C

  maintenance

  JSON Contracts is a local MCP server for transforming natural language into Git-controlled JSON contracts, JSON Schema validation, and structured LLM/agent outputs.

  Last updated 2026-05-05

  8

  57

  1

  Apache 2.0

• File Search MCP

  elad12390

  A

  license

  A

  quality

  C

  maintenance

  Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.

  Last updated 2026-05-26

  4

  16

  2

  MIT

• JSON Filter MCP

  kehvinbehvin

  A

  license

  A

  quality

  F

  maintenance

  Query only the data you need from your JSON file and keep your context clean

  Last updated 2026-03-30

  3

  20

  25

  MIT

• mcp-json-yaml-toml

  bitflight-devops

  A

  license

  A

  quality

  C

  maintenance

  A token-efficient, schema-aware MCP server that enables AI assistants to safely read, modify, query, and validate JSON, YAML, and TOML files with automatic schema detection and format conversion capabilities.

  Last updated 2026-07-25

  8

  9

  MIT

• MCP File Compaction

  UBTCodeNinja

  F

  license

  A

  quality

  D

  maintenance

  Reduces Claude's context window costs by automatically summarizing inactive files to their public interfaces using AST parsing, keeping only the full contents of the currently active file.

  Last updated 2026-02-13

  6

• mcp-file-lens

  solatis

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases with minimal noise. It offers secure, gitignore-aware file access with tools like directory listing, file reading, and grep-like search.

  Last updated 2025-06-22

  1

  MIT

• Patch File MCP

  matdev83

  A

  license

  -

  quality

  D

  maintenance

  Enables precise file patching using SEARCH/REPLACE blocks, with mandatory directory sandboxing, automatic Python QA (Ruff/Black/MyPy), and git versioning for rollback.

  Last updated 2025-09-11

  1

  MIT

• llm-reviewer

  asheshv

  A

  license

  -

  quality

  D

  maintenance

  MCP server for reviewing code changes using LLMs, supporting Copilot, Ollama, and OpenAI-compatible endpoints.

  Last updated 2026-04-13

  MIT

• local-llm-mcp

  drangoht

  A

  license

  A

  quality

  C

  maintenance

  MCP server connecting Claude Code to LM Studio, delegating token-expensive tasks to a local model while keeping the cloud model in control. It reduces cloud context usage by reading files locally and returning only the processed results.

  Last updated 2026-07-28

  4

  MIT

• mcp-data-extractor

  sammcj

  A

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that extracts embedded data (such as i18n translations or key/value configurations) from TypeScript/JavaScript source code into structured JSON configuration files.

  Last updated 2025-02-27

  2

  31

  9

  MIT

• Scantool - File Scanner MCP

  mariusei

  A

  license

  A

  quality

  B

  maintenance

  Analyzes source code structure across multiple languages using tree-sitter, extracting classes, functions, methods, and metadata with precise line numbers for efficient codebase exploration and AI-assisted development.

  Last updated 2026-07-11

  8

  3

  MIT

• Large File MCP Server

  willianpinho

  A

  license

  A

  quality

  B

  maintenance

  Enables intelligent handling of large files through smart chunking, search with regex support, line navigation, and streaming capabilities without loading entire files into memory.

  Last updated 2026-07-22

  6

  51

  18

  MIT

• Git File Forensics MCP

  davidorex

  A

  license

  A

  quality

  D

  maintenance

  Provides deep git file-level forensics tools to analyze detailed file histories, changes, and patterns within git repositories, focusing on individual file analysis rather than repository-wide operations.

  Last updated 2025-02-05

  4

  1

  Apache 2.0

• re-llm-decompile

  Heretek-RE

  A

  license

  -

  quality

  C

  maintenance

  MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling decompilation, explanation, and variable renaming of disassembly for binary analysis.

  Last updated 2026-06-10

  MIT

• Local LLM MCP Server

  georgepok

  A

  license

  -

  quality

  B

  maintenance

  Bridges local LLMs running in LM Studio with MCP clients like Claude Desktop to perform reasoning and analysis tasks while keeping sensitive data private. It features a suite of tools for local code review, privacy scanning, and content transformation using auto-discovered local models.

  Last updated 2026-07-13

  MIT

• llm-skills-mcp-poc

  dorangao

  A

  license

  -

  quality

  C

  maintenance

  MCP server exposing a shared pr-review skill with tools to list, get, run, and evaluate skills, enabling AI assistants to perform code review tasks.

  Last updated 2026-06-04

  MIT

• semantic-search-mcp

  adam-hanna

  A

  license

  -

  quality

  D

  maintenance

  Provides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects .gitignore.

  Last updated 2025-12-30

  5

  MIT

• code-search

  amolchanov

  A

  license

  -

  quality

  D

  maintenance

  Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.

  Last updated 2026-02-02

  MIT

• code-search

  RaziStuff

  A

  license

  -

  quality

  B

  maintenance

  Semantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.

  Last updated 2026-06-29

  12

  MIT

• MCP Local LLM Server

  iagomussel

  A

  license

  -

  quality

  D

  maintenance

  Processes large files, error logs, and codebase searches locally via Ollama to reduce token consumption in Cursor by up to 80%.

  Last updated 2026-04-16

  20

  2

  MIT