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

The Memgraph catalog on APIs.io includes 1 Spectral governance ruleset.

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

22.0/100 emerging ▬ flat Agent 18/100 agent aware Front door AI 4/6 moderate Heartbeat 98/100 alive Full breakdown ↓
scored 2026-11-13 · rubric v0.28.0 · Show this score on your site →
AccessFreemiumFree trial
1 published contract1 Not an API
Graph DatabaseIn-MemoryCypherBoltReal-Time

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-11-13 · rubric v0.28.0
Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.
Create-or-Update Ergonomics does not apply to this provider. The published contracts declare no write operations, and a read-only API cannot create-or-update. The facet is excluded from this provider's denominator entirely — not scored zero. A reference or data API is not deficient for being unable to upsert.
The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.
Show this score on your site. Kin Score badge preview for Memgraph It updates itself when the score changes. Paste this where you link to your API docs:
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Other styles, a README pill and a shields.io endpoint are on the badge page.
Raise your score.
Agent readiness — checks not met, largest first (exact, from this profile):
7 more unmet checks in the Agent Readiness table above.
Kin Score — facets with the most composite points still available (weight × headroom):
Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.
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Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from the provider profile at artifacts.apis.io/memgraph/apis.yml: open an issue on github.com/api-evangelist/memgraph to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

MarketPositionDepthRegistered MCP serverDeclares compatibility
Agent Skills (SKILL.md packages) builds-on 17.2 (thin) - 1
Artifact Hub Cloud-Native Packages builds-on 17.2 (thin) - 1

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

measured — observed by APIs.io (published)

APIs 3

Individual APIs this provider publishes. MODELED: a real API behind a partner or contract gate; there is no public reference, so API Evangelist drew its shape. NOT AN API: a product area with no API behind it, not counted.

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...

NOT AN API

Memgraph Monitoring API

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

Open Collections 2

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

Memgraph

OPEN COLLECTION

Memgraph API pricing

Not yet checked against Memgraph's own pricing page. Compiled by API Evangelist on 2026-06-20 from memgraph.com/pricing; confirm before you rely on a figure. A free plan or tier is listed.

PlanPrice
Community Edition free —
Enterprise Edition enterprise —
Memgraph Cloud (Beta) enterprise —

Plan details, limits and sources →

Rate limits

Compiled by API Evangelist, not yet checked against Memgraph's documentation. All 4 limits →

Pricing Plans 1

Published pricing tiers and plan structures.

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.

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs. Counts are the severity each rule declares, not results of running them.

Memgraph API Rules

36 rules · 34 error-severity 1 warn-severity 1 info-severity

SPECTRAL

Security Posture 1

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

Memgraph Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Agentic Access (API Evangelist recommendations) 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

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

Build 1

SDKs, sample code, and the tooling you integrate with

Access & Security 1

Authentication, authorization, and security posture

Operate 1

Status, limits, changes, and where to get help

Commercial 2

Pricing, plans, and the legal terms of use

Company 3

The organization behind the API

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.
deliveryModel:
  model: unknown
  license_evidence:
    repo: memgraph/memgraph
    spdx: NOASSERTION
    stars: 4581
  open_source: unknown
  commercial: true
  callable_host: false
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - openapi
  - pricing
  - repository-unlicensed
  generated: '2026-09-25'
  method: derived
accessModel:
  pricing: freemium
  onboarding: unknown
  trial: true
  try_now: false
  public: false
  label: Freemium (free trial)
  confidence: low
  try_now_blocked_by: loopback
  source:
  - plans
  - security
  generated: '2026-11-13'
  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: '0.23'
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
  x-published: false
  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

Memgraph API — frequently asked questions

Does Memgraph have an API?

Yes. APIs.io lists 3 APIs from Memgraph, including Memgraph MAGE Algorithms, Memgraph Lab and Memgraph Monitoring API.

Is there an OpenAPI specification for the Memgraph API?

Yes. APIs.io indexes 1 OpenAPI specification for Memgraph, each linked for download from this page.

How much does the Memgraph API cost?

APIs.io lists 3 pricing plans for Memgraph, with each plan's price, limits and inclusions under Pricing on this page.

Is the Memgraph API ready for AI agents?

Memgraph has a Kin Score of 22.0 out of 100 (emerging) and an Agent Readiness score of 17.8 (agent-aware), scored by API Evangelist on 2026-11-13.

Work with this as data

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Tools for providers

9 MCP tools reach this
  • find_providersBrowse and filter every provider in the catalog.
  • get_provider_artifactsEvery artifact this provider publishes, grouped by type.
  • get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
  • get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
  • get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
  • get_provider_ratingPRO — composite, band, trend and facet scores.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

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