ucn
Navigator Kode Universal - server MCP ringan yang memberikan pemahaman kode tingkat call-graph kepada agen AI. Alih-alih membaca seluruh file, agen mengajukan pertanyaan struktural seperti: "siapa yang memanggil fungsi ini", "apa yang rusak jika saya mengubahnya", "apa yang tidak terpakai", dan mendapatkan jawaban tepat yang terverifikasi AST. UCN mengurai JS/TS, Python, Go, Rust, Java, dan skrip inline HTML dengan tree-sitter, lalu mengekspos 28 perintah navigasi sebagai alat CLI, server MCP, atau skill agen.
Dokumentasi
UCN - Universal Code Navigator
See what code does before you touch it.
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.
Find symbols, trace callers, check impact, pick the right tests, extract exact source, and spot dead code - from your terminal or your AI agent.
Supports JavaScript, TypeScript, JSX/TSX, Python, Go, Rust, Java, C, C++, C#, and HTML inline scripts. All commands, one engine, three ways to use it:
Terminal AI Agents Agent Skills
│ │ │
CLI MCP Skill
└────────────────────┼────────────────────┘
│
┌──────┴──────┐
│ UCN Engine │
│ commands │
│ tree-sitter │
└─────────────┘
Your tools can already find text. UCN finds the function - its definition, its callers, its blast radius, its tests - and tells you how sure it is. It parses code the way a compiler does (tree-sitter ASTs, not regex) and answers the questions you actually have: who calls this? what breaks if I change it? which tests should I run? is this dead?
It's deliberately lightweight:
- No required background process - the CLI parses on demand, answers, and exits. MCP stays warm only when you choose to run it.
- No language servers, no compilation - tree-sitter does the analysis without building the project.
- No config - point it at a directory and ask.
And it's built for auditable trust. grep hands you raw matches to sift yourself; UCN separates proven edges from possible ones, explains every exclusion, and reconciles every occurrence of the name it searched. It never turns a zero into a deletion claim. CI re-derives its answers from real compilers and language servers (ts-morph, Pyright, gopls, rust-analyzer, JDT LS, Roslyn, clangd) on pinned production repositories. See Answers you can trust.
Real output: one ucn show on ripgrep - signature, 123 proven callers with their evidence, and an account of every occurrence of the name. No files opened.
Start here
npm install -g ucn # Node.js 20+
cd your-project
ucn repo # what is this codebase?
ucn find handleRequest # exact definitions, stable handles
ucn show src/server.ts:42:handleRequest # the full picture
ucn trace src/server.ts:42:handleRequest --direction=callers
ucn impact src/server.ts:42:handleRequest # every call site, with evidence
ucn tests src/server.ts:42:handleRequest --depth=3 # which tests to run
The first command builds an incremental index; the rest reuse it. The cache lives outside your project directory, so there's nothing to gitignore.
Understand code you didn't write
What does this function do, who calls it, and how sure is the answer?
ucn show gathers everything useful about one symbol: signature, source,
callers, callees, tests, types, dependencies, examples. Project it down to
just the sections you need:
$ ucn show detectLanguage --sections=summary,callers,callees --compact
SUMMARY
───────
detectLanguage(filePath: string, projectRoot = null): string|null
languages/index.js:420-428 (9 lines)
handle: languages/index.js:420:detectLanguage
"Detect language from file path"
async: no | side_effects: [none] | complexity: branches=1, depth=1
RELATIONSHIPS
─────────────
CALLERS — CONFIRMED (51, 30 prod + 21 test):
evidence: scope-match (all)
[1] cli/index.js:604 [runFileCommand]: const language = detectLanguage(filePath);
[7] core/build-worker.js:39 [processFile]: const language = detectLanguage(filePath, rootDir);
[17] core/project.js:472 [build]: const language = detectLanguage(filePath, this.root);
[34] test/parser-unit.test.js:19: assert.strictEqual(detectLanguage('file.js'), 'javascript');
... 47 more callers
CALLEES (1):
evidence: exact-binding (all)
[52] detectHeaderLanguage {fs} - core/compilation-database.js:217
CALLEES — UNVERIFIED (1) — call syntax, receiver/binding unresolved:
toLowerCase ×1 — possible-dispatch L422
ACCOUNT: "detectLanguage" occurs on 79 lines in 20 files: 51 confirmed, 0 unverified,
28 non-call (18 import, 1 definition, 3 reference, 6 other-text), 0 other-target, 0 unaccounted
CONTRACT: literal-name text partition complete; semantic completeness is not claimed
(aliases, indirect calls, generated code, and runtime dispatch may exist).
find returns stable handles in file:line:name form. Pass a handle to any
command to pin the answer to one definition, even when several files or classes
reuse the same name.
Follow the execution path
What happens when build() runs?
$ ucn trace build --depth=2
build
├── compareNames (core/discovery.js:293) [regular] 3x
├── recordDiscoveryIssue (core/project.js:346) 2x
│ └── [unverified] push — method-ambiguous L351
├── detectProjectPattern (core/discovery.js:760) [utility] 1x
├── parseGitignore (core/discovery.js:253) [utility] 1x
│ ├── gitignoreFiles (core/discovery.js:234) [utility] 1x
│ ├── compareNames (core/discovery.js:293) [utility] 1x (see above)
│ └── parseGitignoreFile (core/discovery.js:152) [utility] 1x
├── gitTrackedPaths (core/discovery.js:266) [utility] 1x
│ ├── hasGitMetadata (core/discovery.js:224) [utility] 1x
│ └── [unverified] dirname — method-ambiguous L281,L284
└── ... more callees
CALLEE ACCOUNT: 11 nodes expanded · 210 call sites = 31 confirmed + 33 unverified
(25 method-ambiguous, 1 possible-dispatch, 7 uncertain-receiver) + 86 external/builtin + 60 excluded
trace walks callees, callers, or callers all the way up to runtime entry
points (--direction=callers --to=entrypoints). Proven edges form the tree;
calls UCN can't prove a receiver for show up as [unverified] leaves with a
reason. The account line reconciles every call site in the expanded tree, so
unresolved dispatch stays visible and counted instead of quietly vanishing.
Answers you can trust
UCN doesn't turn every matching name into a semantic claim. Watch it work through a name with two definitions and a pile of ambiguous method calls:
$ ucn impact saveCache
Impact analysis for saveCache
core/cache.js:610
Note: Found 2 definitions for "saveCache". Using core/cache.js:610. Also in: core/project.js:2380. Use file= to disambiguate.
CALL SITES: 5 confirmed + 15 unverified
Files affected: 3
BY FILE:
core/project.js:2380 [saveCache]: saveCache(cachePath) { return indexCache.saveCache(this, cachePath); }
test/prerelease-audit.test.js:1493: saveCache(built, cacheFile);
... (3 more)
UNVERIFIED CALL SITES (15) — call syntax, no binding/receiver evidence:
mcp/server.js:517: try { index.saveCache(); } catch (_) { /* best-effort */ } (possible-dispatch via local receiver)
test/cache.test.js:124: index.saveCache(); (possible-dispatch via local receiver)
(+13 more)
ACCOUNT: "saveCache" occurs on 68 lines in 11 files: 5 confirmed, 15 unverified,
12 non-call (3 import, 1 definition, 1 reference, 7 other-text), 36 other-target, 0 unaccounted
CONTRACT: literal-name text partition complete; semantic completeness is not claimed
(aliases, indirect calls, generated code, and runtime dispatch may exist).
UCN sorted all 68 places the name appears:
- 5 confirmed - call sites it can prove resolve to this
saveCache, via a binding, import, receiver type, qualified path, or same-class evidence. - 15 unverified - real call syntax it refuses to claim.
index.saveCache()sits on an untyped receiver, so the site stays visible with its reason (possible-dispatch via local receiver) instead of being guessed or dropped. - 36 other-target - occurrences that belong to the other
saveCache, kept out of the answer instead of quietly inflating it. - 12 non-call - imports, the definition, comments, strings.
- 0 unaccounted - every observed line landed in exactly one bucket.
That's the payoff: an answer you (or your agent) can audit, instead of an
opaque match count. A confirmed edge is evidence about the pinned target. An
unverified edge is a review item with a stated reason. And a clean zero is an
observed-text zero, not a safe-to-delete claim: aliases, generated code,
reflection, runtime registration, and external consumers can live beyond the
indexed evidence, and ucn repo --sections=health --deep reports exactly those
blind spots. Even when output is truncated to fit an agent's budget, the
ACCOUNT, CONTRACT, and WARNING lines survive the cut.
Measured against ground truth
Don't take the tiers on faith. Release gates re-derive UCN's answers from real compilers and language servers on a ten-repository board of pinned production codebases, and publishing is blocked unless they pass. The latest full release-board run (2026-08-11):
| Repository | Pinned commit | Oracle | Caller precision | Caller recall | Callee prec / recall | Command checks |
|---|---|---|---|---|---|---|
| preact-signals | e0ce9fdf | ts-morph | 100% | 100% | 100% / 100% | 100% |
| httpx | b5addb64 | Pyright | 100% | 100% | 100% / 100% | 100% |
| cobra | ad460ea8 | gopls | 100% | 100% | 100% / 100% | 100% |
| viper | 528f7416 | gopls | 100% | 100% | 100% / 100% | 100% |
| ripgrep | 82313cf9 | rust-analyzer | 100% | 100% | 100% / 100% | 100% |
| clap | d3e59a9a | rust-analyzer | 100% | 100% | 100% / 100% | 100% |
| javapoet | b9017a95 | JDT LS | 100% | 100% | 100% / 100% | 100% |
| newtonsoft-json | 4f73e743 | Roslyn | 99.4% | 100% | 100% / 100% | 100% |
| cjson | c859b25d | clangd | 100% | 100% | 100% / 100% | 100% |
| fmt | e424e3f2 | clangd | 99.6% | 100% | 100% / 100% | 100% |
On the same run: zero in-scope oracle call edges missing from the answer
(the release gate) on every repository, zero false-dead deadcode claims
in the oracle-visible sample, 8,000 / 8,000 cross-command consistency
comparisons in agreement, 10 / 10 repositories inside the performance
budget (slowest median cold build 15.4K lines/second by wall time, worst query
p95 73.8 ms, highest peak RSS 771 MB), and 3,383 automated tests with no
failures or skips. The same gates run in CI (the scheduled
Eval workflow and
every release tag), and npm run trust:gate reproduces the release board
locally. Pinned sources: eval/lib/repos.js.
Semantic runs draw a deterministic, reference-stratified sample of up to 50
compiler/LSP symbols per repository, then check caller identity, callee
identity, account conservation, review burden, and the public commands find,
show, source, trace, impact, usages, and tests against that same
external population. Unverified precision is reported separately and is
intentionally much lower on dispatch-heavy code: those entries are review
candidates, never confirmed claims.
Beyond the publish gate, a scheduled board re-checks 22 pinned repositories across every supported oracle language (zod, express, hono, zustand, fastify, rich, click, grpc-go, chi, cursive, gson, jsoup, and friends), plus a rotating fresh-repo arm of codebases the engine was never tuned on. Repositories that expose a gap stay on the board; they don't get removed to keep a table pretty. These are measured results on pinned code, not a claim of universal program understanding or identical performance on every machine.
Change code without breaking things
Will this change break a call site you've never seen? Check before you edit:
$ ucn check expandGlob
Verification: expandGlob
════════════════════════════════════════════════════════════
core/discovery.js:314
expandGlob (pattern: string, options: number = {}) : string[]
Expected arguments: 1-2
STATUS: ✓ All calls valid
Total calls: 7
Valid: 7
Mismatches: 0
Uncertain: 0
Patterns: 4 in try, 4 in callback
ACCOUNT: "expandGlob" occurs on 14 lines in 6 files: 7 confirmed, 0 unverified,
7 non-call (4 import, 1 definition, 2 reference, 0 other-text), 0 other-target, 0 unaccounted
The Patterns: line classifies call-site structure (inLoop, inTry,
inCallback, awaited) so risky sites stand out. Then preview the refactor.
UCN shows exactly what would need to change and where:
$ ucn plan expandGlob --rename-to=expandGlobPattern
Refactoring plan: rename
════════════════════════════════════════════════════════════
core/discovery.js:314
SIGNATURE CHANGE:
Before: expandGlob (pattern: string, options: number = {}) : string[]
After: expandGlobPattern (pattern: string, options: number = {}) : string[]
CHANGES NEEDED: 12
Files affected: 5
Definition 1, calls/references 7, imports 4, exports 0; manual review required for 0 of these changes
BY FILE:
cli/index.js (2 changes)
:771 [call]
const files = expandGlob(pattern);
→ Rename to: const files = expandGlobPattern(pattern);
:15 [import]
const { expandGlob, findProjectRoot } = require('../core/discovery');
→ Update import: const { expandGlobPattern, findProjectRoot } = require('../core/discovery');
... (more changes in core/discovery.js, core/cache.js, core/project.js, test/integration.test.js)
Anything plan can't represent safely is marked needsReview instead of
being silently rewritten. Before committing, point the same machinery at your
Git diff:
ucn impact --staged # what did I change, and who depends on it?
ucn check --staged # signature drift, orphaned functions, tests to run
Pick the right tests
Which tests actually exercise this function, directly or three hops away?
$ ucn tests expandGlob --depth=3
affected-tests: expandGlob
════════════════════════════════════════════════════════════
core/discovery.js:314
1 function changed → 12 functions affected (depth 3)
Test files to run (30):
test/integration.test.js (links: expandGlob, build, idx, setupProject)
L169: const files = expandGlob('**/*.go', { root: tmpDir }); [call]
test/prerelease-audit.test.js (links: isCacheStale, runInteractive, build, idx)
L39: const index = idx(dir); [call]
...
Summary: 12 affected → 30 statically linked test files, 5/12 functions linked (42%) · 1 possibly affected (unverified chains)
tests reports static call/reference linkage, not runtime coverage. Functions
reached only through unverified edges are listed separately as possibly
affected, and empty results warn about subprocess tests, reflection, and
external harnesses that may still exercise the target.
Get the lay of the land
One command answers "what is this codebase?" Here it is on ripgrep:
$ ucn repo
PROJECT ORIENTATION — ripgrep
════════════════════════════════════════════════════════════
100 files · 4755 symbols · language mix by symbols: rust 100%
TOP DIRS (by symbols):
crates/core/flags 1510 symbols · 6 file(s)
crates/printer/src 677 symbols · 11 file(s)
crates/ignore/src 607 symbols · 8 file(s)
crates/globset/src 331 symbols · 5 file(s)
HOT (most-called production functions, top 8 of 2238 raw candidates):
parse_low_raw — 545 call(s) · crates/core/flags/parse.rs:139
SearcherBuilder.build — 123 call(s) · crates/searcher/src/searcher/mod.rs:315
Searcher.search_reader — 123 call(s) · crates/searcher/src/searcher/mod.rs:727
RegexMatcher.new — 100 call(s) · crates/regex/src/matcher.rs:385
...
ENTRY POINTS: 426 — test 421, runtime 5
TRUST: PARTIAL — 48 glob import(s), 5 unsupported source file(s) (ucn repo --sections=health --deep for detail)
SKIPPED SOURCE: 5 file(s) (Shell 4, Ruby 1) — use grep/ripgrep plus a language-native analyzer.
Next: ucn show parse_low_raw · ucn repo --sections=files --detailed · ucn repo --sections=health --deep
Size, layout, hot spots, entry points, and an honest trust line. Note the
SKIPPED SOURCE handoff: when a repo mixes in languages UCN can't parse, it
says so and points you at the right tool, instead of presenting a clean-looking
answer over a partial index.
Find dead code you can act on
$ ucn deadcode --exclude=test # run on ripgrep
Dead code: 3 unused symbol(s)
crates/globset/src/serde_impl.rs
[ 38- 42] Glob.deserialize (method)
[ 70- 74] GlobSet.deserialize (method)
crates/matcher/src/lib.rs
[ 397- 399] Captures.as_match (method)
33 decorated/annotated symbol(s) hidden (framework-registered). Use --include-decorated to include them.
903 exported symbol(s) excluded from the audit (public API may have external callers). Use --include-exported to audit them.
WARNING: source coverage is incomplete (5 unsupported-language); 17 candidate name(s) found in skipped source were suppressed.
Three claims, and every one is re-checked against rust-analyzer in CI: a
default-audit claim with an oracle-visible reference fails the build. Notice
what it didn't claim: exported API that external code may call,
framework-registered symbols, and anything whose name appears in files UCN
couldn't parse. deadcode is deliberately a candidate generator. Before
deleting, corroborate with usages, impact, api, and your compiler and
tests.
For missing-await bugs, ucn audit-async lists async calls inside async
functions that lack await (JS/TS/Python).
Map dependencies and API surfaces
ucn deps src/server.ts --direction=imports --detailed
ucn deps src/server.ts --direction=importers --depth=3
ucn deps --cycles # circular imports
ucn api # public surface of the project
ucn entrypoints --type=http # runtime and framework roots
ucn endpoints --bridge --unmatched # server routes with no client, and vice versa
endpoints --bridge matches server routes to client requests across
languages: Express/Fastify/Koa/NestJS/Next.js, Flask/FastAPI, Spring/JAX-RS,
Go net/http (Gin/Echo/Chi/Fiber), axum/actix-web, and ASP.NET on the server
side; fetch/axios, requests/httpx, RestTemplate/WebClient, reqwest, and .NET
HttpClient on the client side. Exact, partial, and uncertain matches stay in
separate tiers.
Extract and search without opening whole files
ucn source core/discovery.js:314:expandGlob # exactly one function
ucn source core/discovery.js --range=314-364 # exactly one range
ucn search '$scope.$apply' # literal by default
ucn search 'TODO|FIXME' --regex # regex is explicit
ucn search --type=call --receiver=client # structural search
ucn usages expandGlob --include-tests # every occurrence, classified
usages is the escape hatch: the complete literal-name inventory (calls,
definitions, imports, references, comments, strings), for when you want
everything the text contains, not just what the engine can prove. Regex search runs on an
RE2-compatible linear-time engine; hostile nested repetition is rejected up
front instead of hanging your terminal.
The 18 commands
| Task | Command |
|---|---|
| Repository orientation and health | repo [--sections=summary,files,stats,health] [--deep] |
| Symbol summary and relationships | show <symbol> [--sections=...] |
| Definition lookup | find <name> [--type=type] [--with-source] |
| Complete literal-name inventory | usages <name> |
| Literal, regex, or structural search | search [term] [--regex] [structural flags] |
| Exact source extraction | source <symbol|file:range> |
| Call trees: down, up, or to entry points | trace <symbol> [--direction=...] [--to=entrypoints] |
| Symbol or Git-diff impact | impact [symbol] [--staged] |
| Direct or transitively linked tests | tests <symbol> [--depth=N] |
| Signature or pre-commit validation | check [symbol] [--staged] |
| Refactor preview | plan <symbol> --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 <text> |
Run ucn --help for every flag. Related modes live behind parameters rather
than extra verbs: trace handles down, up, and to-entry-points;
impact/check handle a symbol or the current Git diff; show projects any
subset of sections. Flags that don't apply to a command produce an explicit
warning instead of silently changing the task.
Same engine, different transport
CLI, MCP, file mode, project mode, glob mode, and interactive mode resolve commands through the same registry, handlers, index, cache, and formatters: same answers everywhere, different delivery.
- The CLI prints readable text;
--jsonreturns a stable machine envelope. - MCP exposes exactly one tool named
ucn. Itscommandenum lists the 18 tasks, snake_cased where needed (audit_async,project_dir,class_name). A persistent MCP process keeps the index warm across calls. - Targeted text answers default to a 10K-character budget, broad ones to 3K,
ceiling 100K (
--max-chars/max_chars). Truncation preserves ACCOUNT, CONTRACT, and WARNING lines; JSON is never text-truncated.
{
"meta": { "command": "audit-async", "canonicalCommand": "auditAsync", "ok": true, "contract": {} },
"data": {}
}
Failures keep the envelope: meta.ok: false, data: null, and an error
string, with the command contract when known.
A cache that stays out of your project
The incremental index lives under your user cache root, not in the repo:
UCN_CACHE_DIR if set, else $XDG_CACHE_HOME/ucn, ~/Library/Caches/ucn
(macOS), %LOCALAPPDATA%/ucn/cache (Windows), or ~/.cache/ucn. Canonical
path hashes keep same-named checkouts separate. --no-cache bypasses,
--clear-cache clears the current project, --clear-cache --all clears every
bounded UCN cache. Old in-project .ucn-cache directories are migrated out
automatically on first use.
Language coverage
All parsers feed the same versioned language IR and index path, and sequential and worker builds are tested to produce identical symbols, calls, imports, and evidence.
- JavaScript / TypeScript / JSX / TSX - functions, classes, imports/exports, typed receivers, aliases, callbacks, async flow, framework roots.
- Python - functions, classes, annotations, decorators, imports, comprehensions, context-manager bindings, async flow, framework roots.
- Go, Rust, Java - nominal receivers, methods, inheritance/traits/interfaces, package and path ownership, overload/arity discipline, framework roots.
- C - functions, structs, macros, includes, calls, entry points, API analysis.
- C++ - C coverage plus classes, methods, constructors, inheritance, namespaces, overloads, templates, typed field receivers.
- C# - namespaces, classes/interfaces/records, fields/properties, attributes, overload-aware calls, async flow, top-level programs, .NET stack frames, ASP.NET/HttpClient endpoints.
- HTML - inline JavaScript and
on*event handlers.
For C and C++, a compile_commands.json improves header-language,
include-path, and ownership context when available. UCN keeps AST-proven
definitions from recoverable preprocessor branches without claiming which
branch a particular build activates.
Testing and reliability
- Regression discipline - every fixed defect gets a focused test.
- Surface coverage - all 18 commands run through CLI text, CLI JSON, and MCP; parity between them is guarded by architecture tests.
- External ground truth - real compilers and language servers adjudicate caller, callee, command, and dead-code claims on pinned repositories (see the board).
- Release-blocking budgets - publishing requires 100% in-scope semantic recall, ≥98% confirmed precision, a conserved account for every sample, zero cross-command disagreements, zero default-arm false-dead claims, and the performance gate (≥10K lines/second cold build by wall time and ≥3K by CPU time, query p50 ≤75 ms, p95 ≤250 ms, bounded peak RSS), all on the actual release board.
npm run verify # lint + full test suite
npm run trust:gate # the release board: semantic, dead-code, consistency, performance
Gate runs write their reports under eval/reports/ as local run artifacts;
the pinned manifest is eval/lib/repos.js. Before a tag,
the Eval workflow's pre-tag dry run must pass on the actual CI runner.
AI setup
One tool, 18 commands, compact source-linked answers that keep their trust metadata even when truncated.
MCP
# Claude Code
claude mcp add ucn -- npx -y ucn --mcp
# OpenAI Codex CLI
codex mcp add ucn -- npx -y ucn --mcp
# VS Code Copilot
code --add-mcp '{"name":"ucn","command":"npx","args":["-y","ucn","--mcp"]}'
Manual MCP configuration
{
"mcpServers": {
"ucn": {
"command": "npx",
"args": ["-y", "ucn", "--mcp"]
}
}
}
VS Code uses .vscode/mcp.json:
{
"servers": {
"ucn": {
"type": "stdio",
"command": "npx",
"args": ["-y", "ucn", "--mcp"]
}
}
}
Agent Skill (no server needed)
macOS / Linux:
# Claude Code
mkdir -p ~/.claude/skills
cp -r "$(npm root -g)/ucn/.claude/skills/ucn" ~/.claude/skills/
# OpenAI Codex CLI
mkdir -p ~/.agents/skills
cp -r "$(npm root -g)/ucn/.claude/skills/ucn" ~/.agents/skills/
Windows PowerShell:
$npmRoot = npm root -g
New-Item -ItemType Directory -Force "$env:USERPROFILE\.claude\skills"
Copy-Item -Recurse "$npmRoot\ucn\.claude\skills\ucn" "$env:USERPROFILE\.claude\skills\"
New-Item -ItemType Directory -Force "$env:USERPROFILE\.agents\skills"
Copy-Item -Recurse "$npmRoot\ucn\.claude\skills\ucn" "$env:USERPROFILE\.agents\skills\"
The skill teaches an agent how to orient, pin symbols, choose the smallest useful command, interpret the evidence tiers, and recover from incomplete answers. It's guidance over the same engine, not a second implementation.
Limitations
- Static, single-project analysis - dependencies like
node_modulesandsite-packagesaren't indexed, and nothing is executed. - Reflection, generated code, runtime registration, dynamic property access,
and external consumers can be invisible. UCN reports these blind spots
(
repo --sections=health --deep) rather than pretending they don't exist. - Interface, trait, template, overload, and untyped-receiver dispatch may stay
in the UNVERIFIED tier with a reason instead of being guessed. When
same-name definitions compete,
showlists their stable handles once so agents can see exactly what needs disambiguation. - C/C++ analysis doesn't run the preprocessor or compiler; build-specific branches, advanced templates, and macro expansion can remain unresolved. C# analysis doesn't run Roslyn; source generators and external assembly semantics stay outside the index.
- HTML has regression coverage but no compiler/LSP real-repository oracle.
- Large repos take a few seconds on the first query, then use the cache.
If a decision needs compiler completeness or runtime truth, use the compiler, the type checker, the test runner, or a profiler. Those are different tools for different jobs. UCN's job is getting you to the right code fast, with answers you can audit.
MIT