fastmcp
Skill38 starsChanged 5 months agoMITView on GitHub
Build, test, inspect, and deploy Python MCP servers with FastMCP.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- davidanthonyn/claude-skillstheir own version, first seen Oct 20, 2026
- k3KAW8Pnf7mkmdSMPHz27/MorgenMCPtheir own version, first seen Jul 7, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- k3KAW8Pnf7mkmdSMPHz27/MorgenMCP★ 3same name
- davidanthonyn/claude-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository76 other files it gives its agents.
- AGENTS.mdAGENTS.md
- templates/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 3 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈3
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 9
Use this when the user wants to create or test a Python MCP server, wrap an API/database/CLI as MCP tools, expose resources/prompts, or …
- Very specific: line 48
If uv is unavailable, use a project virtualenv and install fastmcp there.
- Very specific: line 62
Add it through Cybara MCP configuration or the MCP UI.
- Very specific: line 64
Call at least one real tool through Cybara before declaring integration complete.
- Distinctive: line 69
Keep database examples read-only until explicitly approved.
- Distinctive: line 70
Never expose raw shell execution as a general MCP tool.
- Distinctive: line 71
Do not pass secrets as plain parameters unless the MCP client/server contract requires it.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
FastMCP
Use this when the user wants to create or test a Python MCP server, wrap an API/database/CLI as MCP tools, expose resources/prompts, or prepare an HTTP MCP endpoint.
Server Shape
Start narrow:
- 1-3 concrete tools first.
- Read-only by default.
- Explicit typed parameters.
- JSON-safe return values.
- Clear docstrings; the docstring is the user-facing tool description.
Good tool names: get_customer, search_tickets, describe_table, summarize_file.
Weak names: run, process, do_thing.
Minimal Template
from fastmcp import FastMCP
mcp = FastMCP("Example")
@mcp.tool
def echo(text: str) -> dict:
"""Echo text back for smoke testing."""
return {"text": text}Local Validation
Prefer isolated runs:
uvx fastmcp version
uvx fastmcp inspect server.py:mcp
uvx fastmcp list server.py --json
uvx fastmcp call server.py echo text=hello --jsonIf uv is unavailable, use a project virtualenv and install fastmcp there. Do not install global Python packages unless the user asks.
HTTP Transport Smoke
uvx fastmcp run server.py:mcp --transport http --host 127.0.0.1 --port 8000
uvx fastmcp list http://127.0.0.1:8000/mcp --json
uvx fastmcp call http://127.0.0.1:8000/mcp echo text=hello --jsonCybara Integration
Once the server contract is stable:
- Add it through Cybara MCP configuration or the MCP UI.
- Confirm
tools/listreturns the expected tool names. - Call at least one real tool through Cybara before declaring integration complete.
Safety
- Validate paths and URLs before using them.
- Keep database examples read-only until explicitly approved.
- Never expose raw shell execution as a general MCP tool.
- Do not pass secrets as plain parameters unless the MCP client/server contract requires it; prefer env/config.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

