kibana-raw

Kibana is a data visualization and exploration tool for Elasticsearch.

Evaluated Mar 17, 2026 (0d ago)
Homepage ↗ Repo ↗ Analytics data visualization analytics elasticsearch
⚙ Agent Friendliness
74
/ 100
Can an agent use this?
🔒 Security
82
/ 100
Is it safe for agents?
⚡ Reliability
90
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
60
Documentation
80
Error Messages
--
Auth Simplicity
70
Rate Limits
80

🔒 Security

TLS Enforcement
100
Auth Strength
70
Scope Granularity
50
Dep. Hygiene
100
Secret Handling
100

No known vulnerabilities in dependencies.

⚡ Reliability

Uptime/SLA
100
Version Stability
80
Breaking Changes
100
Error Recovery
80
AF Security Reliability

Best When

Used in conjunction with Elasticsearch for data analysis.

Avoid When

When needing real-time data processing capabilities.

Use Cases

  • Log analysis
  • Data visualization
  • Dashboard creation

Not For

  • Real-time data processing
  • Heavy computational tasks

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
Yes
Webhooks
No

Authentication

Methods: API Key OAuth2
OAuth: Yes Scopes: Yes

Supports both API key and OAuth2 for authentication.

Pricing

Model: Subscription
Free tier: Yes
Requires CC: No

Free tier available with limited requests.

Agent Metadata

Pagination
Cursor-based pagination.
Idempotent
True
Retry Guidance
Documented

Alternatives

Full Evaluation Report

Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for kibana-raw.

AI-powered analysis · PDF + markdown · Delivered within 30 minutes

$99

Package Brief

Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.

Delivered within 10 minutes

$3

Score Monitoring

Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.

Continuous monitoring

$3/mo

Scores are editorial opinions as of 2026-03-17.

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