Best MCP Servers for GraphQL (September 2026)

Nerq found 581 MCP servers for graphql, ranked below by GitHub stars and weighted compliance score across 52 global AI jurisdictions. The top-ranked MCP server for graphql is apollographql/apollo-mcp-server with 262 stars and a trust score of 75/100. MCP servers for GraphQL APIs: queries, mutations, schema introspection, and API integration.

581 servers in this category | Data from Nerq

Top 20 MCP Servers for GraphQL

#NameStarsTrustAuthorLicenseDescription
1 apollographql/apollo-mcp-server 262 B 75 apollographql MIT Apollo MCP Server
2 io.github.getanyapi-com/anyapi 0 B 71 https://github.com/getanyapi-com/skills N/A Hundreds of scraping & data APIs through one key. USD pay-per-request, normalized schemas, failover.
3 com.vectorpanda/database 0 B- 69 https://www.vectorpanda.com N/A Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.
4 io.github.OrtaMarco/seo-geo-mcp-server 0 B- 69 https://github.com/OrtaMarco/seo-geo-mcp-server N/A Audit a page's SEO and its readiness for AI answer engines: meta, schema, robots, sitemaps, AI bots.
5 io.github.linq2db/linq2db.cli 0 B- 69 https://github.com/linq2db/linq2db N/A Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.
6 nirholas/github-to-mcp 11 C 69 nirholas Apache-2.0 Convert GitHub repositories to MCP servers automatically. Extract tools from OpenAPI, GraphQL & REST
7 io.github.kryp2/peck-mcp 0 B- 68 https://github.com/kryp2/peck-mcp N/A BSV wallet, BRC-100 identity and 38 tools to read and write the Bitcoin Schema social graph
8 io.github.pipeworx-io/octopart 0 B- 68 https://github.com/pipeworx-io/mcp-octopart N/A Octopart MCP — electronic component search via the Nexar Supply API (GraphQL)
9 dmp-cs-madmp-schema-mcp 0 C 67 hirakinii Unlicense An MCP server for maDMP schema entities.
10 md.mostlyright/datasets 0 B- 66 https://mostlyright.md N/A Search, sample and query open reproducible datasets published as immutable Parquet with schemas.
11 com.velrim/extract 0 B- 66 https://velrim.com/docs/mcp N/A Document extraction against a JSON Schema with a calibrated confidence per field; async job status.
12 ai.schemalabs/schema 0 B- 66 https://docs.schemalabs.ai/mcp N/A The AI that understands raw data: Schema over your tables and databases, as MCP tools.
13 net.foxnose/knowledge 0 B- 66 https://foxnose.net/product/knowledge-mcp N/A Hybrid search, schema introspection and record CRUD over FoxNose collections
14 promptql-mcp 16 C 65 hasura MIT MCP server enabling AI assistants to query enterprise data via Hasura's PromptQL.
15 io.github.artgas1/yandex-direct-api-mcp 0 B- 65 https://github.com/artgas1/yandex-direct-mcp N/A MCP server for Yandex Direct API v5: 113 methods from the machine-readable schema
16 io.github.Mohammed-Jameal-J/newsblog-composer 0 B- 65 https://github.com/Mohammed-Jameal-J/newsblog-composer-mcp N/A Verifies news stories, mines SEO keywords, builds schema and reviews your draft. You write it.
17 io.github.giancarloerra/januscope 0 B- 65 https://github.com/giancarloerra/januscope N/A Local MCP proxy for tool restrictions, response redaction, audit logs, and database schema context.
18 io.github.ilyautov/moysklad-mcp-ru 0 B- 65 https://github.com/ilyautov/moysklad-mcp-ru N/A MoySklad JSON API 1.2 in your AI assistant — schema-driven, safety-gated document writes.
19 io.github.YawLabs/postgres-mcp 0 B- 65 Unknown N/A PostgreSQL MCP server - query, schema introspection, explain, and health checks for AI assistants
20 io.github.iliasabk/geolint 0 B- 65 https://github.com/iliasabk/geolint N/A ESLint for AI search: audits AI-crawler access, llms.txt, schema and citability.

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About MCP Servers for GraphQL

MCP servers for GraphQL APIs: queries, mutations, schema introspection, and API integration. Nerq tracks 581 MCP servers in the graphql category, each assessed against 52 global AI regulations including the EU AI Act, US state AI laws (California SB53, Colorado SB205), UK AI Bill, and more. Compliance scores are weighted by jurisdiction penalty severity — jurisdictions with higher fines (like the EU AI Act at up to €35M) have more impact on the score than voluntary frameworks.

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