mcp-agent-example

Appears to be a minimal reference repository for demonstrating how to build and integrate an MCP server with an agent framework in Python. The provided README content is only a short tagline, and the manifest suggests dependencies on MCP and OpenAI-related agent libraries, but no concrete API endpoints, tool list, or runtime behavior is shown in the supplied data.

Evaluated Mar 30, 2026 (22d ago)
Repo ↗ DevTools mcp agents python reference-implementation
⚙ Agent Friendliness
26
/ 100
Can an agent use this?
🔒 Security
33
/ 100
Is it safe for agents?
⚡ Reliability
18
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
25
Documentation
20
Error Messages
0
Auth Simplicity
60
Rate Limits
10

🔒 Security

TLS Enforcement
50
Auth Strength
20
Scope Granularity
10
Dep. Hygiene
55
Secret Handling
40

Only dependencies are visible in the manifest snippet (httpx, mcp, openai, openai-agents). No evidence is provided regarding TLS usage, authentication, authorization scopes, secret management practices, or secure logging. Because this is a reference repo with minimal documentation in the supplied content, security cannot be confirmed from the available data.

⚡ Reliability

Uptime/SLA
0
Version Stability
30
Breaking Changes
20
Error Recovery
20
AF Security Reliability

Use Cases

  • • Reference implementation for wiring an MCP server into an agent-based workflow
  • • Learning/demo of Python MCP server integration patterns
  • • Scaffolding for experimentation with OpenAI agent tooling plus MCP

Not For

  • • Production deployment without additional documentation, hardening, and validation
  • • Use as a reliable, fully-specified API service (no endpoints/tooling documented in provided content)
  • • Security- or compliance-sensitive environments without further review

Interface

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

Authentication

OAuth: No Scopes: No

No authentication method details are present in the supplied README/manifest snippet.

Pricing

Free tier: No
Requires CC: No

No pricing information provided; likely an open-source reference repo.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • ⚠ Provided content does not include tool definitions, schemas, or error contract; agent integration may require inspecting the full repository source.

Alternatives

Use official MCP framework examples and templates directly Build the MCP server with your own API contracts and documentation (OpenAPI-like tool schemas) If you need a standard HTTP API instead of MCP, implement REST with OpenAPI and SDKs

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API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-03-30.

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