ai-developer-assistant-mcp

https://ai-developer-assistant-mcp.mcpize.run

Scanned Jun 21, 2026

B82/100

ClarityAre your tools built for AI agents?

ProtocolDoes it speak MCP correctly?

AuthIs the front door locked properly?

ReliabilityWill it be there when you need it?

TrustWho's behind this, and do they ship?

SafetyCan agents use it without breaking things?

MarketIs this worth building?

Upgrade available

Your server uses protocol 2025-06-18. The latest version is 2025-11-25 with session management, origin validation, and notification support.

Strengths & Weaknesses

Top Issues

8 found

MEDIUMTransport Security

Server does not validate Origin header — potential CSRF risk.

MEDIUMJSON-RPC Transport

Server does not return proper JSON-RPC error format.

MEDIUM

Custom domain: Default hosting subdomain

MEDIUM

Error quality: Server returned HTTP 200 with non-JSON error body

MEDIUM

No authentication required — server is open to anonymous access, which may be intentional for public tools

MEDIUM

Multiple similar MCP servers exist. Consider differentiating with unique features.

LOWSession Management

Unexpected 404 on DELETE — server should return 200/204 or 405.

LOW

Unexpected response to SSE GET request: 200.

Protocol & Capabilities

Transport:Streamable HTTP✓

Protocol:2025-06-18✓

SSE Support:No○

Session ID:Yes✓

Protocol Checks

✓

Ping

Server responded to ping

✓

Session ID

Valid Mcp-Session-Id assigned (36 chars)

✓

Version Header Validation

Server correctly rejects invalid MCP-Protocol-Version with 400

✓

JSON-RPC Validation

Server correctly rejects malformed JSON-RPC with 400

✗

Origin Header

Server returned 200 for invalid Origin (expected 403)

Session Termination (DELETE)

Server returned 404 on DELETE (expected 200 or 405)

✓

Notification Handling (202)

Server returns 202 Accepted for JSON-RPC notifications

Server Info

Server info: name, version

Server Capabilities

✓Tools

○Resources

○Prompts

○Completions

○Tasks

○Logging

Auth

○

No OAuth? That's OK

OAuth is optional, but consider it for production deployments to protect your server from unauthorized access.

Trust

✓Latency: 283ms

✓HTTPS

○Default hosting subdomain

✓Name: ai-developer-assistant-mcp, Version: 1.0.1

○Structured errors

Market

UniquenessCan it be done with an LLM alone?

7/10

external: oauth, file, sql; LLM-native: rewrite, lint, code review

OriginalityHow many similar servers exist?

1/10

5+ similar servers — crowded space

DemandHow broad is the audience?

9/10

Domain "github" has broad developer audience

Competitors found

Still Confused About How MCP Works? Here's the Explanation That ...

MCP (Model Context Protocol) server is an interface for LLMs to access tools and data. It's a protocol created by Anthropic specifically to ...

What is MCP? The Universal Connector for AI Explained - Backslash

MCP operates on a modular, client-server architecture, conceptually similar to the Language Server Protocol (LSP) which standardized ...

punkpeye/awesome-mcp-servers - GitHub

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations.

Model Context Protocol (MCP) Tool Descriptions Are Smelly ... - arXiv

Tool Description Router: We present the first tool description router that allows MCP users to experiment with multiple versions of a tool ...

MCP: What It Is and Why It Matters - Elevate | Addy Osmani - Substack

MCP is an open standard (think “USB-C for AI integrations”) that allows AI models to connect to many different apps and data sources in a consistent way.

Tools (7 tools)

explain_codeUnknown45

“explain_code: 45 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 15/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

!Input Schema:15/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✗Error Hints:0/15

debug_codeUnknown60

“debug_code: 60 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 15/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

!Input Schema:15/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✓Error Hints:15/15

refactor_codeUnknown50

“refactor_code: 50 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 20/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

✓Input Schema:20/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✗Error Hints:0/15

plan_taskUnknown50

“plan_task: 50 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 20/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

✓Input Schema:20/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✗Error Hints:0/15

review_codeUnknown55

“review_code: 55 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 15/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

!Input Schema:15/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

!Error Hints:10/15

generate_ci_cd_pipelineUnknown45

“generate_ci_cd_pipeline: 45 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 15/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

!Input Schema:15/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✗Error Hints:0/15

analyze_project_requirementsUnknown45

“analyze_project_requirements: 45 pts | Risk: unknown | Naming: 10/15, Desc: 15/20, Input: 15/20, Annot: 0/15”

!Naming:10/15

!Description:15/20

!Input Schema:15/20

○Output Schema:0/10(bonus)

✗Annotations:0/15

✗Error Hints:0/15

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