Skip to main content
Glama
moclamzw

mcp-server-and-agent

by moclamzw

mcp-server-and-agent

Status: work in progress. Scaffolded, not yet implemented. This README will carry generated numbers once the first results land.

A hand-written MCP server at the protocol level plus a LangGraph agent over it, with four topologies run against the same task set and their failure modes measured.

This repo answers one question:

What is each agent topology's failure rate, and does supervisor actually beat single-agent?

Everything here serves answering that. Features that do not help answer it are out of scope — deliberately.

Why this exists

Quickstart

uv sync --extra dev
uv run pytest -q
uv run python scripts/generate_results.py

Results

No results yet.

Design decisions

Limitations

Concepts covered

  • 2C hand-written MCP server plus LangGraph agent (DO-8)

  • 2C ReAct, plan-and-execute, reflection

  • 2C topologies and their failure modes

  • 2C tool design: schema clarity, granularity, errors as model feedback, idempotency, confirmation gates

  • 2C MCP as a protocol: transports, discovery, resources, prompts, sampling, OAuth scope

  • 2C state and memory, checkpointing, durable execution

  • …and 4 more (see docs/inventory-coverage.md)

License

MIT

-
license - not tested
Not graded
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Connectors

  • MCP server for AI agents to plan, verify, and deploy Cloudflare-native apps.

  • MCP server exposing the Backtest360 engine API as tools for AI agents.

  • MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/moclamzw/mcp-server-and-agent'

If you have feedback or need assistance with the MCP directory API, please join our Discord server