Memgraph website screenshot

Memgraph

Memgraph is an open-source, high-performance in-memory graph database built in C++ for real-time graph analytics, GraphRAG, and agentic AI. Its primary interface is Cypher executed over the Bolt wire protocol (TCP port 7687) via standard graph drivers - it is not a REST API. Memgraph also ships MAGE graph algorithms, the GQLAlchemy Python OGM, the Memgraph Lab visual interface, a WebSocket log-monitoring channel, and an Enterprise Prometheus-style metrics HTTP endpoint.

Memgraph publishes 1 API on the APIs.io network: Monitoring API. Tagged areas include Graph Database, In-Memory, Cypher, Bolt, and Real-Time.

Memgraph’s developer surface includes documentation, engineering blog, and 8 more developer resources.

🌐 Visit website 📡 Source on GitHub
34.3/100 thin ▬ flat Agent 22/100 agent aware Full breakdown ↓
scored 2026-08-05 · rubric v0.9.1
AccessFreemiumFree trial
3 APIs
Graph DatabaseIn-MemoryCypherBoltReal-Time

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-08-05 · rubric v0.9.1
Composite quality — 34.3/100 · thin
Contract Quality 13.0 / 25
Developer Ergonomics 2.2 / 20
Commercial Clarity 7.9 / 20
Operational Transparency 4.8 / 13
Governance 0.0 / 12
Discoverability 6.5 / 10
Agent readiness — 22/100 · agent aware
Machine-Readable Contract 18 / 18
Agentic Access Contract 10 / 10
MCP Server 0 / 12
Machine-Readable Auth 0 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling 7 / 7
Typed Event Surface 0 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
A2A Agent Card 0 / 8
Dry-Run / Simulate Mode 0 / 4
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/memgraph: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 3

Individual APIs this provider publishes, each with its own machine-readable definition.

Memgraph MAGE Algorithms

MAGE (Memgraph Advanced Graph Extensions) is an open-source library of graph algorithms and query modules - traditional, dynamic, and ML-driven - invoked as Cypher procedures (C...

Memgraph Lab

Memgraph Lab is a lightweight visual interface for writing Cypher queries, visualizing graph results, importing data, and inspecting query modules. The Lab application itself co...

Memgraph Monitoring API

The Monitoring API from Memgraph — 1 operation(s) for monitoring.

Open Collections 1

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

Memgraph

OPEN COLLECTION

Pricing Plans 1

Published pricing tiers and plan structures.

Memgraph Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Memgraph Rate Limits

4 limits

RATE LIMITS

FinOps 1

Cost, billing, and metering signals for API financial operations.

Memgraph Finops

FINOPS

Security Posture 1

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Memgraph Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Memgraph Agentic Access

1 operation

1 operations · 0 acting

AGENTIC

Resources

Documentation 1

Reference material describing how the API behaves

Documentation
Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess
AgenticAccess

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization
GitHubOrganization

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity
DomainSecurity

Operate 1

Status, limits, changes, and where to get help

RateLimits
RateLimits

Commercial 2

Pricing, plans, and the legal terms of use

Plans
Plans
 FinOps
FinOps

Company 3

The organization behind the API

LinkedIn
LinkedIn
 Website
Website
 Blog
Blog

Source (apis.yml)

apis.yml Raw ↑ 
aid: memgraph
url: https://raw.githubusercontent.com/api-evangelist/memgraph/refs/heads/main/apis.yml
name: Memgraph
kind: company
description: Memgraph is an open-source, high-performance in-memory graph database built in C++ for real-time graph analytics,
  GraphRAG, and agentic AI. Its primary interface is Cypher executed over the Bolt wire protocol (TCP port 7687) via standard
  graph drivers - it is not a REST API. Memgraph also ships MAGE graph algorithms, the GQLAlchemy Python OGM, the Memgraph
  Lab visual interface, a WebSocket log-monitoring channel, and an Enterprise Prometheus-style metrics HTTP endpoint.
accessModel:
  pricing: freemium
  onboarding: unknown
  trial: true
  try_now: false
  public: false
  label: Freemium (free trial)
  confidence: medium
  source:
  - plans
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/memgraph.png
tags:
- Graph Database
- In-Memory
- Cypher
- Bolt
- Real-Time
created: '2026-06-20'
modified: '2026-06-20'
specificationVersion: '0.19'
apis:
- aid: memgraph:memgraph-mage-algorithms
  name: Memgraph MAGE Algorithms
  tags:
  - MAGE
  - Algorithms
  - Query Modules
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://memgraph.com/docs/advanced-algorithms
  baseURL: bolt://localhost:7687
  properties:
  - url: https://memgraph.com/docs/advanced-algorithms
    type: Documentation
  - url: https://memgraph.com/docs/advanced-algorithms/available-algorithms
    type: APIReference
  - url: https://github.com/memgraph/mage
    type: GitHub
  description: MAGE (Memgraph Advanced Graph Extensions) is an open-source library of graph algorithms and query modules -
    traditional, dynamic, and ML-driven - invoked as Cypher procedures (CALL ...) over the same Bolt interface. Not a standalone
    HTTP API.
- aid: memgraph:memgraph-lab
  name: Memgraph Lab
  tags:
  - Lab
  - Visualization
  - UI
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://memgraph.com/docs/data-visualization
  baseURL: bolt://localhost:7687
  properties:
  - url: https://memgraph.com/docs/data-visualization
    type: Documentation
  - url: https://github.com/memgraph/lab
    type: GitHub
  description: Memgraph Lab is a lightweight visual interface for writing Cypher queries, visualizing graph results, importing
    data, and inspecting query modules. The Lab application itself connects to Memgraph over the Bolt protocol on port 7687;
    it is a client UI, not a public REST API.
- aid: memgraph:memgraph-monitoring-api
  name: Memgraph Monitoring API
  description: The Monitoring API from Memgraph — 1 operation(s) for monitoring.
  humanURL: https://memgraph.com/docs/querying
  baseURL: bolt://localhost:7687
  tags:
  - Monitoring
  properties:
  - type: OpenAPI
    url: openapi/memgraph-monitoring-api-openapi.yml
  - type: Documentation
    url: https://memgraph.com/docs/client-libraries
  - type: APIReference
    url: https://memgraph.com/docs/querying
  - type: GitHub
    url: https://github.com/memgraph/memgraph
  - type: Documentation
    url: https://memgraph.com/docs/database-management/monitoring
  - type: APIReference
    url: https://memgraph.com/docs/configuration/server-stats
common:
- type: AgenticAccess
  url: agentic-access/memgraph-agentic-access.yml
- type: DomainSecurity
  url: security/memgraph-domain-security.yml
- type: GitHubOrganization
  url: https://github.com/memgraph
- type: LinkedIn
  url: https://www.linkedin.com/company/memgraph
- type: Website
  url: https://memgraph.com
- type: Documentation
  url: https://memgraph.com/docs
- type: Plans
  url: plans/memgraph-plans-pricing.yml
- type: RateLimits
  url: rate-limits/memgraph-rate-limits.yml
- type: FinOps
  url: finops/memgraph-finops.yml
- url: https://memgraph.com/blog
  type: Blog
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com