"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:

• Neo4j GraphRAG MCP Server

  neo4j-field

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.

  Updated a month ago (2026-07-17 09:29 UTC)

  5

  2

  MIT

• NeoCoder Neo4j AI Workflow

  angrysky56

  A

  license

  C

  quality

  D

  maintenance

  Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.

  Updated 8 months ago (2025-12-17 14:35 UTC)

  30

  20

  MIT

• Figma Structured MCP

  Pursue-LLL

  A

  license

  A

  quality

  D

  maintenance

  Enables automated export, compression, and cloud upload of Figma design assets by simply providing Figma links. Supports batch processing of nodes and children, returning structured data with publicly accessible image URLs.

  Updated a year ago (2025-07-04 11:46 UTC)

  1

  3

  MIT

• Neo4j MCP Server

  alvaropaco

  A

  license

  A

  quality

  B

  maintenance

  MCP server for Neo4j that provides abstract graph operations for LLMs, enabling safe and consistent interaction with Neo4j databases through tools like search, insert, update, delete, and schema introspection.

  Updated a month ago (2026-07-09 18:22 UTC)

  8

  MIT

• stellar-agent-search

  berkingurcan

  A

  license

  A

  quality

  B

  maintenance

  Read-only MCP server for discovering and ranking on-chain agents on Stellar mainnet via natural language search, reputation probes, and profile lookups.

  Updated 25 days ago (2026-07-30 09:20 UTC)

  13

  52

  1

  MIT

• neo4j-mcp-gateway

  jeffneo

  F

  license

  A

  quality

  B

  maintenance

  A single local MCP gateway for Neo4j that exposes both proxied generic Neo4j tools (schema, Cypher, GDS) and custom YAML-defined use-case tools behind one stdio endpoint.

  Updated 4 days ago (2026-08-19 21:20 UTC)

  3

• io.github.peterkolbe/ableton

  peterkolbe

  A

  license

  A

  quality

  C

  maintenance

  MCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.

  Updated 3 months ago (2026-05-15 14:27 UTC)

  12

  MIT

• Mirelia-Structured-Data

  stagproject

  A

  license

  A

  quality

  B

  maintenance

  A fully autonomous patent data marketplace for AI agents, providing highly structured JSON datasets with strategic insights. Supports instant M2M transactions via ROSE on the Oasis Network.

  Updated 3 months ago (2026-05-30 05:02 UTC)

  4

  MIT

• agent-web-search-mcp

  blueewhitee

  F

  license

  A

  quality

  C

  maintenance

  Enables MCP-compatible agents to perform web searches via the agent-web-search engine, returning ranked results with sources.

  Updated 22 days ago (2026-08-01 16:37 UTC)

  1

• AI Intervention Agent

  XIADENGMA

  A

  license

  A

  quality

  A

  maintenance

  Enables real-time user intervention for MCP agents through a web UI, allowing users to review context and provide feedback when AI agents drift from intent, keeping them on track.

  Updated 7 days ago (2026-08-17 01:09 UTC)

  1

  16

  MIT

• SRC (Structured Repo Context)

  kvnpetit

  A

  license

  A

  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.

  Updated 6 months ago (2026-02-27 21:14 UTC)

  5

  14

  1

  MIT

• just-a-mysql-mcp

  xingyuli

  A

  license

  A

  quality

  C

  maintenance

  Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.

  Updated 16 days ago (2026-08-08 06:12 UTC)

  3

  MIT

• AI QA Agent MCP

  sadi-qa

  F

  license

  A

  quality

  A

  maintenance

  Analyzes Playwright test results to provide structured QA insights, including test metrics, failure analysis, bug report drafts, and release-quality recommendations.

  Updated 22 days ago (2026-08-02 05:40 UTC)

  5

• ai-l1-support-agent

  infernaltiger

  A

  license

  A

  quality

  B

  maintenance

  MCP server for AI-native L1 support: triages tickets, answers from a knowledge base, escalates to L2 via Telegram/GitHub, and manages feedback, with a LangGraph workflow and safety guardrails.

  Updated 10 days ago (2026-08-13 13:06 UTC)

  12

  MIT

• structured-address-fix-mcp

  sebastienrousseau

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that exposes ISO 20022 postal-address classification, assessment, and remediation tools for AI agents, enabling them to prepare debtor/creditor addresses for the November 2026 structured-address cutover.

  Updated 2 days ago (2026-08-21 13:29 UTC)

  9

  1

  Apache 2.0

• AI-Project-Planner-Agent

  AdiRatnam

  F

  license

  A

  quality

  B

  maintenance

  Enables AI project feasibility evaluation and solution planning through structured reasoning stages, using Gemini API and web search for up-to-date research.

  Updated 11 days ago (2026-08-12 12:44 UTC)

  1

• AI Research Agent

  AdiRatnam

  F

  license

  A

  quality

  B

  maintenance

  Enables autonomous web research, file management, and dynamic UI dashboard generation through Gemini LLM and FastMCP.

  Updated 18 days ago (2026-08-05 15:15 UTC)

  3

• mcp-csv-database

  Lasitha-Jayawardana

  A

  license

  B

  quality

  D

  maintenance

  Loads CSV files into a temporary SQLite database and provides comprehensive data analysis tools via MCP, enabling AI assistants to query, analyze, and export data using natural language.

  Updated a year ago (2025-08-12 05:31 UTC)

  14

  MIT

• ai-care-agent-mcp

  caresolace

  F

  license

  B

  quality

  C

  maintenance

  MCP server for headless care coordination, providing tools for case-aware provider search powered by ai-carematch.

  Updated 2 months ago (2026-06-26 17:30 UTC)

  4

• Train in Silence

  hlpun

  A

  license

  B

  quality

  C

  maintenance

  Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.

  Updated 20 days ago (2026-08-04 08:25 UTC)

  7

  101

  MIT