Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Auditable, conserved AST code intelligence for AI agents. JS/TS, Python, Go, Rust, Java, C/C++, C#.
These three are never merged into one score: opinions, measurements and popularity are different things.
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": {
"ucn": {
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}Run this in your terminal
claude mcp add ucn -- npx -y ucnPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ucn": {
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}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": {
"ucn": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}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 7, 2026
The registry name was verified with the GitHub account mleoca, 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.
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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 (5.5.2) reached the registry today.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, FactLot
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.
Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.
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Auditable answers, with every match counted, unsure ones marked and blind spots named.
If you work with AI Agents, add UCN as a Skill or MCP tool. One tool gives the agent compact, source-linked answers to caller, impact, and test questions, with uncertainty labeled instead of guessed. The answer depends on the indexed source, not on who asks: a person at a terminal and an agent over MCP receive the same records for the same question.
Conceptual overview · Still image
Use the CLI directly, install the agent skill, or connect through MCP. One engine supplies all three:
Terminal AI Agents Agent Skills
│ │ │ CLI MCP Skill └────────────────────┼────────────────────┘ │ ┌──────┴──────┐ │ UCN Engine │ │ commands │ │ tree-sitter │ └─────────────┘
UCN uses tree-sitter abstract syntax trees (ASTs) for static code analysis, without compiling the project or starting a language server. The CLI runs on demand and reuses an incremental index; MCP keeps a process available for repeated queries. No project configuration is required, and the cache lives outside the repository.
Supports JavaScript, TypeScript, JSX/TSX, Python, Go, Rust, Java, C, C++, C#, and HTML inline scripts.
npm install -g ucn # Node.js 20+
From a project directory:
ucn repo
ucn show handleRequest --lines ucn source handleRequest --raw ucn impact --staged --lines ucn check --staged
repo maps the project. show --lines locates callers, source --raw retrieves the implementation, and impact and check inspect a staged change. When a name is ambiguous, find returns a file:line:name handle that subsequent commands accept.
--lines returns path:line:text records; --raw returns source code. Both fit an agent's existing scripts without parsing a human-readable report.
Text search remains useful for comments, configuration, strings, and code outside the supported languages. usages provides the literal-name inventory when the task needs every occurrence, including those that are not calls.
show gives a symbol's summary, callers, and callees by default. Select --sections to request source, tests, or related context, or set an output budget to keep the answer focused. trace follows the call graph across files, down into callees or up through callers toward entry points. Unverified relationships remain visible, and the tree's accounting reports where exploration stopped.
impact connects a symbol or Git diff to its callers. tests follows indexed call and reference paths to identify statically linked tests, including links several hops away. plan previews a rename or signature change with source locations and review items; it does not edit files. Together these commands support code exploration, refactoring, and change review from a terminal or an AI agent.
For caller answers, UCN checks bindings, imports, receiver types, and ownership to distinguish calls to the selected definition from other uses of its name. Calls without enough evidence stay visible as unverified, with a reason. A matching method name alone does not establish which implementation runs; receiver and ownership evidence determine how the candidate is classified.
In ripgrep at 82313cf9, the selected file_name helper has four confirmed call sites and one unverified candidate. This animation accounts for all 29 matching lines, alongside import relationships and same-name definitions drawn from UCN's output.
Captured findings · Still image · Data
The ACCOUNT line reconciles the observed name occurrences: confirmed calls, unverified candidates, non-call occurrences, and matches attributed to another target. Each occurrence is counted in exactly one category, so the totals can be checked line by line rather than taken on trust. CONTRACT describes the scope of that accounting. Warnings identify source the index could not cover. These details survive text truncation for an agent's output budget; a budget too small to hold them withholds the answer and names the budget that would.
An empty result therefore means something specific about the inspected code. It cannot establish that reflection, generated code, runtime registration, or external consumers never reach a symbol. deadcode supplies candidates to investigate; deletion still needs corroboration. A refactor preview still needs the compiler and tests.
Release gates compare UCN's answers with independent compilers and language servers on a ten-repository board of pinned production codebases. The local November 6, 2026 evaluation, using clangd 18.1.8 for C/C++ and .NET 10.0.403 for Roslyn, recorded these sampled caller results:
| Repository | Pinned commit | Oracle | Symbols sampled | Confirmed precision | In-scope recall |
|---|---|---|---|---|---|
| preact-signals | e0ce9fdf | ts-morph | 27 | 100% | 100% |
| httpx | b5addb64 | Pyright | 50 | 100% | 100% |
| cobra | ad460ea8 | gopls | 50 | 100% | 100% |
| viper | 528f7416 | gopls | 50 | 100% | 100% |
| ripgrep | 82313cf9 | rust-analyzer | 41 | 100% | 100% |
| clap | d3e59a9a | rust-analyzer | 50 | 100% | 100% |
| javapoet | b9017a95 | JDT LS | 50 | 100% | 100% |
| newtonsoft-json | 4f73e743 | Roslyn | 50 | 100% | 100% |
| cjson | c859b25d | clangd | 50 | 100% | 100% |
| fmt | e424e3f2 | clangd | 50 | 100% | 100% |
That evaluation scored 9,677 confirmed caller edges, all correct; 41 further edges were unscored. It reported zero missing in-scope oracle edges in both caller and callee answers. The separate value-reference sample scored 1,241 confirmed sites, all correct, with 4 unscored and zero missing in-scope sites. All 8,000 cross-command comparisons agreed. The default dead-code audit found zero false-dead results among 7 scored claims; 4 additional claims could not be pinned by the oracle and were unscored.
The samples are deterministic and stratified by reference activity. Confirmed precision applies to scored claims; recall counts in-scope oracle edges found in either the confirmed or unverified band. Unverified candidates, oracle abstentions, and unscored findings remain separate. These measurements do not establish complete runtime knowledge.
The scheduled board covers 43 pinned repositories: the ten above plus zod, express, hono, zustand, fastify, dayjs, rich, click, attrs, grpc-go, chi, cursive, itertools, rayon, rand, gson, jsoup, pino, tanstack-form, tqdm, zap, nom, guice, dapper, lz4, pugixml, stateless, luxon, arrow, more-itertools, rust-url, indicatif, and cachetools. A rotating fresh-repository arm checks 13 untuned codebases. Repositories used to repair a finding move to the pinned board and receive untuned replacements. A fresh failure fails the weekly run; independent checks still run and upload their reports.
The repository manifest records the full commits. The Publish workflow gates releases, and the Eval workflow runs the checks on schedule and on demand. Their run pages provide CI results and evaluation artifacts. Reproduce the checks locally with the oracle dependencies installed:
npm run verify
npm run trust:gate
| Task | Command |
|---|---|
| Repository orientation and health | repo [--sections=summary,files,stats,health] [--deep] |
| Symbol summary and relationships | show [--sections=...] |
| Definition lookup | find [--type=type] [--with-source] |
| Complete literal-name inventory | usages |
| Literal, regex, or structural search | search [term] [--regex] [structural flags] |
| Exact source extraction | source |
| Call trees: down, up, or to entry points | trace [--direction=...] [--to=entrypoints] |
| Symbol or Git-diff impact | impact [symbol] [--staged] |
| Direct or transitively linked tests | tests [--depth=N] |
| Signature or pre-commit validation | check [symbol] [--staged] |
| Refactor preview | plan --rename-to=... |
| Imports, importers, and cycles | deps [file] [--direction=...] [--cycles] |
| Project or file public API | api [file] |
| Runtime and framework roots | entrypoints |
| Server/client HTTP surface | endpoints [--bridge] |
| Conservative dead-code candidates | deadcode |
| Likely missing awaits | audit-async |
| Stack-trace frame resolution | stacktrace |
--staged selects the Git-diff form of impact or check, without a symbol.
deps --cycles groups circular dependencies and, in JS/TS and Python, distinguishes eager imports from deferred or type-only edges. Enumeration limits are disclosed. repo reports source coverage as well as project structure; its HOT ranking counts confirmed production callers exactly (a refinement budget only binds on very large repositories, and is disclosed), and repo --sections=stats --hot ranks by all callers.
endpoints --bridge matches server routes and client requests recognized by its framework extractors. plan handles code relationships such as imports, overrides, and interface or trait methods when ownership is resolved; ambiguous relationships remain review items.
Run ucn --help for flags, or use the command reference.
Records and code go to stdout; accounting and notes go to stderr. Unverified records carry a tab-separated reason. An empty --lines listing exits 1, an error exits 2, and a successful listing exits 0. --lines supports find, show, usages, search, and impact; show --lines lists callers by default. Use --json when the script needs structured fields or a tree result.
Listings are deterministic for a given source tree: a fresh build, a cache load, and an incremental rebuild return the same records in the same order. --lines listings have no default row cap. Explicit limits disclose what they omit, and a shell-mode character budget fails before writing partial output. source --raw extracts complete functions and classes unless an explicit line limit is requested; any resulting truncation is reported on stderr.
Ordinary text-mode command errors also exit 2. JSON keeps exit 0 for successful empty
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