Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
N3MO: Code intelligence engine mapping repositories into queryable symbol graphs.
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"n3mo": {
"command": "uvx",
"args": [
"n3mo"
]
}
}
}Run this in your terminal
claude mcp add n3mo -- uvx n3moPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"n3mo": {
"command": "uvx",
"args": [
"n3mo"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"n3mo": {
"type": "stdio",
"command": "uvx",
"args": [
"n3mo"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account RajX-dev, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (2.0.3) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, HotCodePush
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
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A structural code intelligence layer that transforms source code into a queryable knowledge graph for search, impact analysis, and AI-powered development.
*Parse once. Query forever. Know exactly what breaks before it does.*
*"Text diffs are the source of all code review anxiety. A developer modifies a core utility, and the reviewer has to spend an hour mentally tracing downstream services to guess if it's safe to merge. N3MO replaces human guesswork with hard math."*
[Deploy the GitHub Webhook Instantly at n3mo.shop →](https://n3mo.shop)
📜 Licensed under PolyForm Noncommercial 1.0.0 — Source available for noncommercial use. • Need commercial use? Get a commercial license →
What is N3MO • Capabilities • Installation • Usage • MCP • CI/CD SaaS • Benchmarks • Tutorial • Sponsor
N3MO is a symbol-centric code intelligence layer. Instead of scanning raw text, it parses your source code's ASTs, maps call graphs, and models dependencies in a queryable relational database — deterministically, with zero LLM calls at index time.
For engineering leaders and teams, N3MO acts as a structural insurance policy for your codebases.
| Capability | Grep / Text Search | IDE "Find References" | N3MO Code Graph |
|---|---|---|---|
| Analysis Basis | Substring matching | AST-based, direct refs only | Relational knowledge graph |
| Transitive Traversal | ❌ None | ❌ Manual, one level at a time | ⚡ Instant to arbitrary depth |
| Blast Radius Mapping | ❌ None | ❌ Flat search-result list | 🎨 Interactive visual orbit map |
| CI/CD Integration | ❌ None | ❌ Bound to IDE runtime | ⚙️ Dockerized CLI + CTE queries |
| AI Agent Integration | ❌ Injected file chunks | ⚠️ Manual context copy | 🤖 Native MCP server |
| Language Coverage | ✅ Any text file | ⚠️ Language-specific plugins | ✅ 27 Tree-sitter grammars |
| Indexing Method | N/A | N/A | ✅ Deterministic AST parse — no embeddings, no LLM calls |
❌ Without N3MO
Developer: "Where does 'login' appear?" Tool: grep -r "login" . Result: 647 matches across 89 files ...now what?
✅ With N3MO
Developer: "What breaks if I change login?" Tool: n3mo impact "login" Result: 3 direct callers → 5 ripple effects Full blast radius in < 50ms
N3MO doesn't find text — it understands structure. It traces the actual call graph, not string matches.
Questions N3MO answers instantly:
| Question | How | |
|---|---|---|
| 🔎 | What functions and classes exist in this repo? | Full symbol index across 27 languages |
| 🎯 | Where is this symbol used — directly *and* transitively? | Recursive CTE traversal to arbitrary depth |
| 💥 | What is the blast radius of changing this function? | Interactive orbit map with depth slider |
| 🕸️ | How do these components actually connect? | Call graph + parent-child hierarchy |
| 🤖 | Can my AI agent understand this codebase structurally? | Native MCP server for Cursor / Claude |
| Start here | |
|---|---|
| Individual Developers | pip install n3mo → index locally, query instantly. Bring N3MO to Cursor/Claude via our native MCP server. Open source and free under PolyForm Noncommercial. |
| Code Reviewers & Team Leads | Stop merging blindly. Install the N3MO Webhook via n3mo.shop to get deterministic blast-radius comments on every PR automatically. |
| Engineering Leaders | Offload pipeline infrastructure entirely. Zero-config, cloud-managed graph engine. No local PostgreSQL to maintain, zero data retention, and strict privacy. |
ProcessPoolExecutor distributes CPU-bound parsing across all available corescontest.py while skipping test_*.py)ThreadedConnectionPool eliminates per-symbol DB round tripsSPLIT_PART fix delivered a 2× speedup on call resolutionlocalStorageBricolage Grotesque, Inter, and JetBrains Mono typographyruff), type checking (mypy), and pytest| *…and more* |
Tree-sitter parsing supported for 27 languages. Deep semantic call graph mapping currently optimized for Python, JS/TS, and Java.
Install N3MO directly from PyPI:
# Install the package
pip install n3mo
n3mo setup
Alternatively, for contributors running in editable mode:
git clone https://github.com/RajX-dev/N3MO.git
cd N3MO pip install
Only the beginning is shown; read the rest in the repo