docs
Skill28k starsChanged 27 days agoApache-2.0View on GitHub
Write or revise a page under docs/ for gofastmcp.com. Use when adding a feature's documentation, fixing a docs issue, reworking a page, or auditing pages for accessibility and consistency. Covers the page shape, the voice, the checks that run in CI, and how a merged page reaches the live site.
We split this skill into the rules it gives an agent
3 rules. 0 are common, 2 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 128 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 13
Read two neighboring pages in the same docs.json group and match their section order and heading depth.
- Distinctive: line 14
Write the page with the template below.
- Distinctive: line 16
Run the checks in Verify and fix what they report.
“Common” is measured: kept by at least 6 in 10 of the 128 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
FastMCP docs
The docs are a Mintlify site built from docs/. A page exists only when docs/docs.json lists it, and a feature exists only when a page documents it. docs/python-sdk/** is generated from docstrings by a bot; edit the docstring, not the page.
Procedure
- Find the owning page before creating one.
rg -l "<feature>" docs --glob '!docs/python-sdk/**' --glob '!docs/v2/**' --glob '!docs/v3/**'. Extend it when the feature belongs to that page's subject; add a page when it has its own. - Read two neighboring pages in the same
docs.jsongroup and match their section order and heading depth. - Write the page with the template below. Explain why the feature exists before showing how, and keep the first code block small enough to read without scrolling.
- Make every code block runnable: imports present, names defined, one idea per block. Pull intermediate values into named variables instead of nesting calls.
- Run the checks in Verify and fix what they report.
- When the change is ready to ship, open a PR against
main. Merged is not live: the site servespublished-docs. A stable release frommainopens aPublish FastMCP v<version> docsPR againstpublished-docsthat a maintainer merges; for a docs-only change between releases, follow "Publishing docs by hand" in.agents/skills/release/SKILL.md. Either way, theDeploy docsrun's verdict is what says the site changed.
Template
---
title: Feature Name
sidebarTitle: Feature
description: One sentence a search result can show.
icon: some-fontawesome-icon
---
import { VersionBadge } from '/snippets/version-badge.mdx'
<VersionBadge version="<version that introduces the feature>" />
One paragraph on the problem this solves and when to reach for it.
## Basic usage
Explain what the example does, then show it.
```python
from fastmcp import FastMCP
mcp = FastMCP("Demo")
@mcp.tool
def greet(name: str) -> str:
return f"Hello, {name}!"
```
## Configuration
One subsection per option that changes behavior, each with a sentence on the default and an example of the override.
## How it works
Only when the mechanism affects what the reader should do. Put a one-sentence text description before any diagram.Voice
Second person, present tense, plain assertions. Say what the feature does and what the reader should do; leave out marketing adjectives and reassurance. The first sentence of each section carries its point. Prose holds the important information; code comments hold none of it. Wrap bare {} in backticks, since Mintlify reads them as JSX.
Accessibility
Every <img> and ![]() gets alt text that says what the picture shows. Decorative media gets aria-hidden="true". Headings step one level at a time. Link text names the destination. Tables have a header row. Code fences carry a language. Diagrams get a text description. Custom CSS keeps text at 4.5:1 contrast and animations behind prefers-reduced-motion.
Verify
(cd docs && npx --yes mint@latest broken-links)
uv run pytest tests/docs -n 0The first catches dead links and MDX parse errors and names the file and line. The second parses every Python block in docs/ and resolves every fastmcp import. A block that must not run takes test="skip" on its fence.
For a visual change, run npx --yes mint@latest dev in docs/ and look at the page at 1280px and 390px, light and dark.
Gotchas
VersionBadgemarks when a feature arrived. Leave old badges alone; they are history, not staleness.docs/v2/anddocs/v3/are frozen snapshots of earlier majors. Maintenance releases add changelog entries there and nothing else.- The version picker label lives in
docs/docs.jsonundernavigation.versions[0].versionand is bumped by hand. mcp_typesis the real name of the protocol types package in 4.x.
Trending
Steady talk.about the whole repository
Who's talking about PrefectHQ/fastmcp
- AI Engineering News“An AI Sent Police a Fake Murder Tip. Nobody Noticed for Two Months | AI Daily News, Oct 9”YouTube · Oct 9, 2026 · 4.3k views
- Github God“27K ⭐ AI NYAMBUNG KE SEMUA DATA KAMU”YouTube · Sep 10, 2026 · 1.1k views
- Prefect“Why LangChain Built Its MCP Support on FastMCP 4.0 | Sydney Runkle Interview”YouTube · Sep 28, 2026 · 941 views
- Prefect“FastMCP 4.0 Release | Meet Nate Nowack, New Lead Maintainer”YouTube · Sep 3, 2026 · 488 views
- Prefect“Your MCP Server is Bad (and you should feel bad) | Jeremiah Lowin, AI Engineer Code Summit 2025”YouTube · Feb 6, 2026 · 484 views
The biggest 5 of 76 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 76
Talked about on GitHub, YouTube, the web, Hacker News and Bluesky (76 times).
On GitHub · 50
- Mar 1, 2026refactor(mcp_server): migrate to FastMCP v3 and add OpenBB Code Mode — openbq-org/OpenBB5 reactions · 1 comment
- Jun 20, 2026ci(deps): bump the uv group across 3 directories with 9 updates — KooshaPari/AgilePlus3 reactions · 6 comments
- Jun 20, 2026ci(deps): bump the uv group across 3 directories with 9 updates — KooshaPari/AgilePlus3 reactions · 8 comments
- May 14, 2026Bump the uv group across 1 directory with 7 updates — GlacierEQ/Office-Word-MCP-Server3 reactions · 3 comments
- Oct 21, 2026build: Bump the python-dependencies group across 1 directory with 8 updates — cjangrist/omnifetch2 reactions · 2 comments
45 more on GitHub
- Oct 14, 2026build: Bump the python-dependencies group with 6 updates — cjangrist/omnifetch2 reactions · 3 comments
- Sep 23, 2026build: Bump the python-dependencies group across 1 directory with 3 updates — cjangrist/omnifetch2 reactions · 2 comments
- Sep 14, 2026deps(python)(deps-dev): bump the dev-dependencies group with 6 updates — SkyyRoseCo/DevSkyy2 reactions · 3 comments
- Sep 9, 2026build: Bump the python-dependencies group across 1 directory with 2 updates — cjangrist/omnifetch2 reactions · 2 comments
- Jul 20, 2026🔧 chore(deps): Bump the uv-production group across 1 directory with 2 updates — morzecrew/forze2 reactions · 4 comments
- Jul 17, 2026chore(deps): bump the pip group across 2 directories with 20 updates — CaffeeLake/MemOS2 reactions · 4 comments
- Jul 17, 2026chore(deps): bump the uv group across 2 directories with 20 updates — CaffeeLake/MemOS2 reactions · 4 comments
- Jul 15, 2026build: Bump the python-dependencies group across 1 directory with 5 updates — cjangrist/omnifetch2 reactions · 1 comment
- Jul 8, 2026build: Bump the python-dependencies group with 3 updates — cjangrist/omnifetch2 reactions · 2 comments
- Jul 1, 2026chore(deps): bump the uv group across 2 directories with 20 updates — CaffeeLake/MemOS2 reactions · 2 comments
- Jun 30, 2026chore(deps): bump the uv group across 1 directory with 17 updates — CaffeeLake/MemOS2 reactions · 2 comments
- Jun 24, 2026chore(deps): bump the pip group across 2 directories with 20 updates — CaffeeLake/MemOS2 reactions · 1 comment
- Jun 24, 2026chore(deps): bump the pip group across 2 directories with 6 updates — CaffeeLake/AP22 reactions
- Jun 18, 2026Bump the pip group across 1 directory with 2 updates — vzwjustin/Context-Engine2 reactions
- May 28, 2026chore(deps): bump fastmcp from 2.14.7 to 3.2.0 in /dispatch-mcp in the uv group across 1 directory — KooshaPari/AgilePlus2 reactions · 5 comments
- May 26, 2026chore(deps): bump the uv group across 1 directory with 9 updates — GlacierEQ/unity-mcp2 reactions · 2 comments
- May 26, 2026Bump the uv group across 1 directory with 12 updates — GlacierEQ/MiniMax-MCP2 reactions · 2 comments
- May 19, 2026Bump the uv group across 4 directories with 11 updates — HarleyCoops/OpenEnv2 reactions · 3 comments
- May 14, 2026chore(deps): bump the uv group across 1 directory with 10 updates — GlacierEQ/mcpm.sh2 reactions · 2 comments
- May 14, 2026Bump the uv group across 1 directory with 9 updates — GlacierEQ/mcp-server-qdrant2 reactions · 3 comments
- May 14, 2026chore(deps): bump the uv group across 1 directory with 7 updates — GlacierEQ/excel-mcp-server2 reactions · 3 comments
- Apr 21, 2026build(deps): bump the uv group across 16 directories with 3 updates — GlacierEQ/mcp-context-forge2 reactions · 1 comment
- Apr 11, 2026chore(deps): update fastmcp requirement from >=2.0 to >=3.2.3 in /python — KooshaPari/AgilePlus2 reactions · 6 comments
- Apr 1, 2026build(deps): bump the uv group across 15 directories with 1 update — GlacierEQ/mcp-context-forge2 reactions · 2 comments
- Apr 1, 2026Bump fastmcp from 2.14.3 to 3.2.0 — cicero-im/pydantic-ai2 reactions · 1 comment
- Apr 1, 2026Bump fastmcp from 2.14.1 to 3.2.0 — cicero-im/pyai-wealth-management2 reactions · 1 comment
- Apr 1, 2026build(deps): bump fastmcp from 2.13.2 to 3.2.0 — cicero-im/cuga-agent2 reactions · 2 comments
- Apr 1, 2026build(deps): bump fastmcp from 2.14.3 to 3.2.0 — cicero-im/logfire-assistant2 reactions · 1 comment
- Apr 1, 2026build(deps): bump fastmcp from 2.14.1 to 3.2.0 — cicero-im/pydantic-ai-todo2 reactions · 2 comments
- Apr 1, 2026chore(deps-dev): bump fastmcp from 2.14.4 to 3.2.0 in /python — cicero-im/mirascope2 reactions · 1 comment
- Apr 1, 2026chore(deps): bump fastmcp from 2.14.5 to 3.2.0 — cicero-im/mixseek-plus2 reactions · 1 comment
- Apr 1, 2026Bump fastmcp from 3.0.2 to 3.2.0 — cicero-im/pydantic-ai-skills2 reactions · 1 comment
- Apr 1, 2026Bump fastmcp from 2.3.4 to 3.2.0 — cicero-im/pydantic-ai-docs-server2 reactions · 1 comment
- Apr 1, 2026build(deps): bump fastmcp from 2.13.0.2 to 3.2.0 — cicero-im/pydantic-ai-temporal-example2 reactions · 2 comments
- Apr 1, 2026Bump fastmcp from 2.12.4 to 3.2.0 — cicero-im/jules-mcp-server2 reactions · 1 comment
- Apr 1, 2026Bump fastmcp from 2.12.4 to 3.2.0 — cicero-im/DeepCritical2 reactions · 1 comment
- Apr 1, 2026Bump fastmcp from 2.5.2 to 3.2.0 in /mcp3-serverhttp-test — cicero-im/mcppy2 reactions · 2 comments
- Apr 1, 2026build(deps): bump fastmcp from 3.0.2 to 3.2.0 — cicero-im/llmling-agent2 reactions · 2 comments
- Apr 1, 2026chore(deps): bump fastmcp from 3.0.0b1 to 3.2.0 in /scripts/mcp in the pip group across 1 directory — KooshaPari/Tracera2 reactions · 2 comments
- Mar 31, 2026chore(deps): bump fastmcp from 3.0.0b1 to 3.2.0 in the uv group across 1 directory — KooshaPari/Tracera2 reactions · 2 comments
- Mar 31, 2026chore(deps): bump the uv group across 2 directories with 3 updates — KooshaPari/AgilePlus2 reactions · 1 comment
- Mar 31, 2026build(deps): bump the pip group across 15 directories with 1 update — GlacierEQ/mcp-context-forge2 reactions · 1 comment
- Mar 26, 2026build(deps): bump the uv group across 15 directories with 1 update — GlacierEQ/mcp-context-forge2 reactions · 2 comments
- May 19, 2026_filter_to_supported_schema crashes with AttributeError: 'bool' object has no attribute 'items' when additionalProperties is a boolean — googleapis/python-genai1 reaction · 1 comment
- Mar 23, 2026[Feature]: OpenClaw MCP Server — Expose OpenClaw tools as Model Context Protocol tools for Claude/Cursor — openclaw/openclaw1 reaction · 1 comment
On YouTube · 21
- Oct 9, 2026An AI Sent Police a Fake Murder Tip. Nobody Noticed for Two Months | AI Daily News, Oct 9 — AI Engineering News4.3k views · 1 comment
- Sep 10, 202627K ⭐ AI NYAMBUNG KE SEMUA DATA KAMU — Github God1.1k views
- Sep 28, 2026Why LangChain Built Its MCP Support on FastMCP 4.0 | Sydney Runkle Interview — Prefect941 views · 2 comments
- Sep 3, 2026FastMCP 4.0 Release | Meet Nate Nowack, New Lead Maintainer — Prefect488 views · 2 comments
- Feb 6, 2026Your MCP Server is Bad (and you should feel bad) | Jeremiah Lowin, AI Engineer Code Summit 2025 — Prefect484 views
16 more on YouTube
- Jul 30, 2026Agent Tooling Is Eating GitHub 📈 #shorts — Coding Is Art445 views
- Sep 26, 2026FastMCP 4 Upgrade Guide: What Changed Since 2.0 — Tech Square Binary407 views
- Jul 22, 2026PrefectHQ/fastmcp — The standard way to build MCP. 🟢 Clone #Shorts — ForkCast377 views
- Mar 30, 2026Code Mode | MCP Dev Summit MCP — Prefect359 views · 5 comments
- Sep 4, 2026Is Your MCP Server Actually Good? FastMCP's Lead Maintainer Explains — Prefect313 views
- Jul 21, 2026Como crear servidores MCP para tu IA con Python paso a paso — lytohlg AI282 views
- Jul 8, 2026What the "C" in MCP Actually Means (Context, Explained) | FastMCP Pod: Summer School Ep. 2 — Prefect216 views · 4 comments
- Oct 17, 2026Acht Zeilen Code, und Claude kann mehr — Kris • AI2ROI215 views · 1 comment
- May 3, 2026One CLI, 55 AI models — Repo Radar193 views
- Sep 18, 2026This Python Library Builds MCP Servers in One Decorator — Agents on My Machine124 views
- Oct 4, 2026GPT-6 Astra Couldn't Beat a Human-Made StarCraft Bot. So It Used the Bot | AI Daily News, Oct 4 — AI Engineering News98 views
- Sep 10, 202627K ⭐ AI CONNECTS TO YOUR DATA — Github God Eng75 views
- Oct 6, 2026🚀 [Fastest Growing GitHub Repos] fastmcp: The Free Tool Taking Over GitHub! #shorts — githubrepo_cloud68 views
- Jul 25, 2026PrefectHQ/fastmcp - Gource visualisation — Gourcer66 views
- Oct 6, 2026Easier MCP Server Dev with fastmcp #Shorts — developerOS India36 views
- Sep 7, 2026How MCP Actually Works: Following One Request on the Wire — The System Prompt34 views · 1 comment
On the web · 3
- Feb 22, 2026Add v3.0.2 release notes · PrefectHQ/fastmcp@e19f239 — google.com
- Aug 13, 2025Introduce fastmcp.json · Issue #1480 — google.com
- Apr 24, 2025How to call a single resource template? #239 — google.com
On Hacker News · 1
- Apr 26, 2026Supabase Auth and FastMCP Example2 points · 1 comment
On Bluesky · 1
- Jul 20, 2026📦 PrefectHQ / fastmcp ⭐ 26,366 (+77) 🗒 Python 🚀 The fast, Pythonic way to build MCP servers and clients. — @github-trending.bsky.social1 likes and repost
Other versions160 projects use a version of this.
Word for word · 1
- jlowin/fastmcp★ 28k100% same
Edited · 0
None found.
Wrote their own version · 159
- remotion-dev/remotion★ 67ksame name
- ccusage/ccusage★ 19ksame name
- ryoppippi/ccusage★ 19ksame name
- micronaut-projects/micronaut-core★ 6.4ksame name
- latitude-dev/latitude-llm★ 4.7ksame name
- samuelgursky/davinci-resolve-mcp★ 3.7ksame name
- TanStack/ai★ 3.2ksame name
- patrykandpatrick/vico★ 3.2ksame name
- gridaco/grida★ 2.7ksame name
- revokslab/ShipFree★ 1.7ksame name
149 more not listed
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.
Used alongsideProjects with it also use build-fix, work and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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Implement a GitHub issue end-to-end — branch, code, test, docs, and commit.
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Plan a remediation strategy after a test failure.
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AnthropicSkilldebug
Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the deploy", or when behavior diverges from expected and the cause isn't obvious.
Also in 18 projects that use this
In this repository12 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- .cursor/rules/core-mcp-objects.mdcCursor rule
- fix-issueSkill
- python-testsSkill
- releaseSkill
- review-issueSkill
- review-prSkill
- review-security-reportSkill
- triageSkill
- fastmcp-client-cliSkill
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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.

