LAPRAS MCP Server

Official LAPRAS MCP server enabling AI agents to access LAPRAS — Japan's developer portfolio and assessment platform — retrieving developer profile scores, activity data, technology assessments, and integrating LAPRAS's developer evaluation metrics into agent-driven HR and developer discovery workflows.

Evaluated Mar 06, 2026 (0d ago) vcurrent
Homepage ↗ Repo ↗ Productivity lapras developer-profile japan portfolio mcp-server official
⚙ Agent Friendliness
70
/ 100
Can an agent use this?
🔒 Security
78
/ 100
Is it safe for agents?
⚡ Reliability
66
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
72
Documentation
68
Error Messages
65
Auth Simplicity
78
Rate Limits
68

🔒 Security

TLS Enforcement
100
Auth Strength
72
Scope Granularity
68
Dep. Hygiene
72
Secret Handling
78

HTTPS enforced. API key auth. Official MCP. Developer profile data — respect privacy settings.

⚡ Reliability

Uptime/SLA
68
Version Stability
68
Breaking Changes
65
Error Recovery
62
AF Security Reliability

Best When

A recruiter or developer tool in the Japanese tech market needs to access LAPRAS profile data programmatically — official MCP from LAPRAS Inc.

Avoid When

You're targeting non-Japanese markets or need global developer profiles — use LinkedIn, GitHub, or other platforms.

Use Cases

  • • Retrieving developer skill scores and assessments from recruitment agents
  • • Accessing technology activity summaries from HR screening agents
  • • Querying LAPRAS profiles for developer evaluation from talent sourcing agents
  • • Integrating LAPRAS scoring into automated candidate evaluation agents
  • • Fetching GitHub/Qiita/tech blog activity from developer profile agents
  • • Building Japan-market developer discovery tools from recruiting agents

Not For

  • • Non-Japanese market recruiting (LAPRAS focuses on Japanese tech market)
  • • Developers without LAPRAS accounts or those not registered on platform
  • • General social network profiles (LAPRAS is developer-specific)

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes ↗
SDK
No
Webhooks
No
OpenAPI Spec ↗

Authentication

Methods: api_key
OAuth: No Scopes: No

LAPRAS API key required. Requires LAPRAS account and API access approval. Official MCP from LAPRAS Inc.

Pricing

Model: freemium
Free tier: Yes
Requires CC: No

LAPRAS free tier for individual developers. Business/recruitment API access may require paid plan. MCP server is free open source.

Agent Metadata

Pagination
none
Idempotent
Full
Retry Guidance
Not documented

Known Gotchas

  • ⚠ LAPRAS API primarily documented in Japanese — English docs may be limited
  • ⚠ Profile data availability depends on individual LAPRAS user settings/privacy
  • ⚠ API access requires LAPRAS account — not freely accessible
  • ⚠ Niche platform focused on Japanese tech market — limited outside Japan
  • ⚠ Official MCP but smaller ecosystem — less community support
  • ⚠ Business API features may require enterprise subscription

Alternatives

mcp-github-project-manager github-chat-mcp

Full Evaluation Report

Detailed scoring breakdown, competitive positioning, security analysis, and improvement recommendations for LAPRAS MCP Server.

$99
API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-03-06.

5190
Packages Evaluated
26151
Need Evaluation
173
Need Re-evaluation
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