Pronounce / pronounce-mcp
Look up how engineers actually pronounce project / product / jargon names (kubectl, nginx, JSON, Pydantic, JWT) β 1452+ entries with IPA, respelling, source citation, and confidence level.
README
<h1 align="center">π say-it Β· Pronounce</h1>
<p align="center"><strong>Stop saying "kub-cuttle". One Bash command pronounces 1200+ developer jargon names β with cited sources.</strong></p>
<p align="center"> <a href="https://github.com/anzy-renlab-ai/pronounce/stargazers"><img src="https://img.shields.io/github/stars/anzy-renlab-ai/pronounce?style=social" alt="GitHub stars"></a> <a href="https://pronounce.renlab.ai"><img src="https://img.shields.io/badge/live-pronounce.renlab.ai-7adfbb?logo=safari&logoColor=white" alt="Live site"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-MIT-blue.svg" alt="License"></a> <a href="https://pronounce.renlab.ai/browse.html"><img src="https://img.shields.io/badge/dictionary-1548%20entries-8fd694" alt="Entries"></a> <a href="https://marketplace.visualstudio.com/items?itemName=sayit.pronounce"><img src="https://img.shields.io/visual-studio-marketplace/v/sayit.pronounce?label=VS%20Code&color=007ACC&logo=visualstudiocode" alt="VS Code Marketplace"></a> <a href="https://open-vsx.org/extension/sayit/pronounce"><img src="https://img.shields.io/open-vsx/v/sayit/pronounce?label=Open%20VSX&color=8fd694" alt="Open VSX"></a> </p>
<p align="center"> π <a href="https://pronounce.renlab.ai"><strong>pronounce.renlab.ai</strong></a> Β· π¨π³ <a href="https://pronounce.renlab.ai/zh.html" hreflang="zh-Hans">δΈζ</a> Β· π <a href="https://pronounce.renlab.ai/browse.html">Browse</a> Β· π― <a href="https://pronounce.renlab.ai/quiz.html">Quiz</a> Β· π€ <a href="https://pronounce.renlab.ai/#hero-search">Voice search</a> Β· π <a href="mcp-server/">MCP server</a> </p>
<p align="center"><img src="https://pronounce.renlab.ai/demo.gif" alt="say-it kubectl β terminal demo" width="720"></p>
<p align="center"> <a href="https://github.com/anzy-renlab-ai/pronounce/releases/download/v2.5.0/promo.mp4"><strong>βΆ Watch the 47-second promo</strong> (with voice)</a> Β· <a href="https://pronounce.renlab.ai/quiz.html">π― Try the quiz</a> Β· <a href="https://pronounce.renlab.ai/#hero-search">π€ Voice search</a> </p>
π Try it in 30 seconds
git clone https://github.com/anzy-renlab-ai/pronounce.git
cd pronounce && ./install.sh
say-it kubectl

That's it. Now try say-it GIF, say-it nginx, say-it Pydantic, say-it --why JSON, or say-it quiz for a 10-question challenge. Linux users: install espeak-ng (sudo apt install espeak-ng) and the CLI just works. Windows: same CLI under WSL or git-bash + PowerShell. Or skip install and use the browser at pronounce.renlab.ai.
β If
say-it kubectlsaves you one cringey standup moment β star the repo. It nudges more devs to contribute their favorite mispronounced project name.
<p align="center"><a href="https://star-history.com/#anzy-renlab-ai/pronounce&Date"><img src="https://api.star-history.com/svg?repos=anzy-renlab-ai/pronounce&type=Date" alt="Star history" width="600"></a></p>
What you're actually getting
- 1548 entries, every one sourced. Confidence-tagged (
creator-clarified/community-consensus/contested) with a citable URL where one exists. Wilhite said GIF is "jif" at the 2013 Webby Awards. Crockford says JSON is "JAY-son" (RailsConf 2009). RFC 7519 says JWT is "jot". The dictionary cites them. - Multi-reading audio. For words where the debate is real β GIF, SQL, GUI, char, regex β the CLI chains the alternates after the primary with a spoken "or:" so you hear the debate without staring at the terminal.
--soloskips the tail once you've internalized it. - Zero deps. ~250 lines of Bash. No npm, no sudo, no surprises. Wraps the
sayengine that's already on your Mac. Ships a Claude Code skill and an MCP server so your AI answers "how do you pronounce X?" with audio, not a phonetic guess.
$ say-it --why JSON
word JSON
ipa /ΛdΚeΙͺsΙn/
respelling_us jay son
source Douglas Crockford (RailsConf 2009)
url https://www.youtube.com/watch?v=-C-JoyNuQJs
Why not just Google?
Because Google gives you 47 Reddit arguments and a YouTube clip you have to unmute. IPA gives you /ΛkuΛb kΙnΛtroΚl/ β a reference, not a teacher.
You don't need a phonetic transcription. You need to hear the word. Twice. Maybe three times. Done.
say-it ships a community-maintained dictionary of how engineers actually say the names that trip everyone up β and feeds the intended respelling to your OS's text-to-speech engine, so kubectl comes out as koob-control, not whatever your computer guessed from the letters.
Famous moments
Some pronunciations aren't opinions β the creators settled them. The dictionary cites every one:
| Word | Reading | Source |
|---|---|---|
GIF |
"jif" (creator says so) | Steve Wilhite, Webby Awards 2013 |
JSON |
"jay-son" | Douglas Crockford, RailsConf 2009 |
GNU |
"g-noo" (hard G, one syllable) | GNU Project official |
Linux |
"LIN-ux" (short i, schwa) | Linus Torvalds himself |
LaTeX |
"lay-tek" (or "lah-tek") | Leslie Lamport, official |
Django |
"JANG-go" (silent D) | Django FAQ |
Vue |
"view" (one syllable) | Evan You, Vue docs |
Vite |
"veet" (French for quick) | Vite docs |
Knative |
"KAY-native" (the K is voiced) | Knative docs |
etcd |
"et-cee-dee" (et-cetera-distributed) | etcd FAQ |
Every dictionary entry includes a source_url. Run say-it --why <word> to see it.
Install (macOS)
The "Try it in 30 seconds" block above has the full install. ./install.sh drops:
- the CLI at
~/.local/bin/say-it, - the pronunciation dictionary at
~/.local/share/say-it/pronunciations.tsv, - if you use Claude Code, a
pronounce-wordskill at~/.claude/skills/pronounce-word/so any "how do you say X?" prompt to your AI gets answered with audio instead of IPA.
Make sure ~/.local/bin is on your $PATH. Linux also works β install espeak-ng (sudo apt install espeak-ng / brew install espeak-ng). Windows: WSL or git-bash + PowerShell. Or skip install entirely with the browser version at pronounce.renlab.ai.
Usage
say-it kubectl # primary Γ 3, then "or: <alt>" for each alternate
say-it --solo kubectl # primary only β silence the "or:" tail
say-it --alt GIF # focus on the first alternate
say-it --alt 2 GUI # focus on the Nth alternate (1-indexed)
say-it --all SQL # primary AND every alternate, each repeated
say-it --no-dict kubectl # bypass the dictionary entirely
say-it --why JSON # show IPA, source URL, category, confidence
say-it list # every word in the dictionary
say-it search redis # grep the dictionary (case-insensitive)
say-it -n 5 Pydantic # 5 repetitions instead of 3
say-it -r 130 Knative # slower (130 wpm; default is 175)
say-it -o /tmp/word.aiff Postgres # save to file instead of playing
say-it --list # all macOS voices
The default voice is Samantha (General American). Pass -v <voice> for any other macOS voice β but the dictionary is GenAm-only, by design.
Claude Code integration
You: kubectl ζδΉθ―»οΌ
Claude: π (plays "koob-control" three times)
/ΛkuΛb kΙnΛtroΚl/ β "KOOB-control". Kelsey Hightower says it
this way (KubeCon talk). "Cube-cuddle" is an alternate β
try `say-it --alt kubectl` to hear it.
Once installed, the pronounce-word skill auto-triggers on:
X ζδΉθ―»/X ζδΉει³/θ―»δΈδΈ Xhow do you pronounce X/pronounce X/how do you say X
Your AI replies with sound, not just a phonetic guess. Skill file: skills/pronounce-word/SKILL.md.
VS Code extension

Hover over any tech word in any file β see the IPA, hear the pronunciation. Same 1548-entry dictionary as the CLI, JSON-bundled at build (zero runtime parse cost).
# Cursor / VSCodium / Zed / Gitpod / Theia / code-server (Open VSX)
code --install-extension sayit.pronounce
# or the listing: https://open-vsx.org/extension/sayit/pronounce
Now live on Microsoft Marketplace too: ext install sayit.pronounce in VS Code. See marketplace listing.
- Hover over
kubectl,YAML,Ghostty,wagmiβ¦ β tooltip with IPA + π Play + β Star link. - ββ§' β speak selection.
- Status bar
π sayitβ click to speak the current selection. - Welcome walkthrough β 4-step onboarding on first install.
Pronounce: Search dictionaryβ¦β fuzzy-find all 1548 entries.
Source: integrations/vscode/. Cross-platform as of v0.3 β macOS say, Linux espeak-ng, Windows PowerShell.
Chrome / Edge / Brave extension
Click any tech word on any webpage β popup with IPA + audio. Same 1548-entry dictionary; same Web Speech API as pronounce.renlab.ai. Sideload only for now (not yet on Chrome Web Store).
Download pronounce-chrome-0.1.0.zip from the latest release β unzip β chrome://extensions/ β Developer mode β Load unpacked.
Source: integrations/chrome/.
How the dictionary works
data/pronunciations.tsv is the single source of truth β tab-separated, 1548 entries, covering:
- Cloud / DevOps:
kubectl,nginx,Kubernetes,helm,Istio,Envoy,Prometheus,Grafana,Terraform,Argo,Knative,etcd,containerd,runc,Podman, ... - Languages / Frameworks:
Django,Vue,Vite,Pydantic,Bun,Deno,Hugo,Hono,Caddy,Svelte,Astro,Pinia, ... - Databases:
PostgreSQL,Postgres,SQLite,MySQL,MongoDB,Cassandra,Redis,Ceph,ScyllaDB,ClickHouse,DuckDB, ... - CS jargon / acronyms:
GIF,JSON,SQL,GUI,GNU,char,regex,sudo,tmux,chmod,WYSIWYG,ASCII,enum,NaN,SaaS,PaaS, ... - Distros / tools:
Linux,Debian,Ubuntu,Arch,Nix,LaTeX,TeX,emacs,zsh, ...
Each entry has 10 columns: word | ipa | phon_us | alt_ipa | alt_phon_us | source_url | source_label | category | confidence | notes. The phon_us column is Apple's Speech Synthesis phoneme set, injected into say via [[inpt PHON]]β¦[[inpt TEXT]]. This is what gives the intended reading rather than whatever the TTS would have inferred from the letters.
Local override: drop a ~/.config/say-it/pronunciations.local.tsv and it takes precedence.
What works today
- β
macOS β any word, via the built-in
sayengine. Zero dependencies. - β 993 project / product / jargon entries with cited sources.
- β Audible multi-reading awareness β contested words audibly chain alternates with "or:".
- β
--alt [N],--all,--solo,--why,--json,--md,--no-dict,list,search,quiz,repl,stream,doctor,export,benchmark,badge,cheatsheet. - β Claude Code skill + MCP server for AI-side pronunciation questions.
- β Browser PWA β installable, offline-capable, instant search, voice-mic search, interactive quiz.
- β Editor integrations β Raycast, Alfred, VS Code, Cursor, Codex, Continue.
- β π Live site β pronounce.renlab.ai (every word browsable, audio, source citation) + /zh.html (Chinese landing).
What's coming
See DESIGN.md for the architecture.
- πͺ Windows support via PowerShell +
System.Speech.SpeechSynthesizer, same CLI flags. - βοΈ Cloud TTS (opt-in ElevenLabs / OpenAI) for the names native TTS still mangles.
- π§ Linux backend (
espeak-ng, then cloud). - π
say-it updateto pull the latest dictionary without reinstalling. - π Anki export for vocabulary drills.
Contributing
Two things we want most:
- Pronunciation entries. Open a PR adding a row to
data/pronunciations.tsv. Required columns:word,ipa,phon_us. Highly preferred:source_url(creator interview, conf talk, official FAQ β anything verifiable). Contested readings are welcome; put the rival inalt_*columns and we'll wire--altthrough. - Non-Mac backends. Windows and Linux are top priority. See
DESIGN.mdΒ§Backends.
Keep it tiny. Keep it dep-free where possible. Keep the defaults opinionated (3 reps, GenAm, Samantha voice).
β Support β start with a star
The dictionary is free and MIT. The single highest-leverage thing you can do is star the repo β it's the signal that pulls in more contributors, more PRs, more creator-clarified entries.
- β Star on GitHub β β one click, no signup, biggest effect.
Optional, if it's saved you real standup pain:
- β Coffee on Ko-fi β pays for one new entry per cup.
- π Sponsor on GitHub β recurring tier (pending Sponsors approval).
Dollars cover hosting (Vercel/Cloudflare/Open VSX), domain renewals, MiniMax narration credits for promo videos, and time to track down creator citations for new entries.
Contributors
<a href="https://github.com/anzy-renlab-ai/pronounce/graphs/contributors"><img src="https://contrib.rocks/image?repo=anzy-renlab-ai/pronounce" alt="Contributors"></a>
Every entry, source upgrade, and skill fix counts. Open a PR β your face shows up here.
License
MIT β see LICENSE.
IPA is a reference. Audio is a teacher.
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.