Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Dependency graph + 24 MCP tools. Impact analysis, simulation, security, agent coordination
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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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"depwire": {
"command": "npx",
"args": [
"-y",
"depwire-cli",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add depwire -- npx -y depwire-cli mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"depwire": {
"command": "npx",
"args": [
"-y",
"depwire-cli",
"mcp"
]
}
}
}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": {
"depwire": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"depwire-cli",
"mcp"
]
}
}
}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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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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 publisher (atef-ataya) is not the repo owner (depwire); someone else may have listed it
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 0 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 (1.28.3) reached the registry 6 days ago.
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, SwarmMemo
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.
Talk with agent swarms: rooms, private messages and paid tasks for AI agents
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Your AI doesn't know your architecture. Depwire does.
16 programming languages, plus Angular templates. Depwire parses symbols and builds dependency relationships across the constructs it supports. It records relationships it cannot resolve instead of inventing an edge.
Depwire builds a deterministic dependency graph from source parsing, without embeddings or similarity search. For a proposed change, it traverses the relationships present in that graph to show known dependents, import chains, and health movement. Results depend on the language constructs and files the parser can analyze.
Not a build graph either. Depwire tracks symbol-level relationships for What If simulation, graph-aware security scanning, and blast radius analysis.
Depwire provides graph context to AI coding assistants. Parse a project to inspect recorded relationships, assess health, and simulate a proposed change.
⭐ If Depwire saves you from a broken build, star the repo — it helps this project grow.
The previously published agent benchmark has been withdrawn after an audit found that the task prompt exposed its answer key, the scored file set was narrower than the change required by the monorepo, and one arm started in a different working directory. Three corrected exploratory sessions have since been run; they do not establish a performance or correctness advantage. No conclusion from the withdrawn runs should be cited.
AI coding tools are getting smarter. But they still have a fundamental blind spot: they don't know your architecture before they touch it.
For example, you ask an AI assistant to delete a utility file. It deletes it without warnings.
Then the build reveals downstream consumers that still import it.
The assistant saw one file without inspecting those consumers.
This isn't a model problem. It's a context problem. The AI is flying blind.
Depwire is the context and safety layer for AI-generated code.
Depwire builds a dependency graph from supported source constructs using tree-sitter and serves it to AI assistants through 24 MCP tools.
How it works:
security scans run dependency vulnerability and supply-chain checks by default; these may contact package registries and public advisory databases. connect_repo accesses GitHub when given a GitHub URL. The What If browser page loads D3 from a CDN. Cloud is a separate service.npm install -g depwire-cli
Three commands for a supported codebase:
depwire whatif # simulate a proposed change
depwire security # scan for supported finding patterns depwire viz # view the recorded dependency graph
| Project | Language | Files | Symbols | Edges | Health |
|---|---|---|---|---|---|
| google/guice | Java (multi-module, 13 modules) | 647 | 30,592 | 10,081 | 31/100 |
| honojs/hono | TypeScript | 352 | 6,462 | 2,194 | 41/100 |
| apache/commons-lang | Java (single-module) | 624 | 29,723 | 9,037 | — |
| pallets/flask | Python | 79 | 2,005 | 851 | — |
| dart-lang/shelf | Dart | 108 | 1,639 | 219 | — |
| rstudio/plumber | R | 197 | 1,194 | 219 | — |
| payloadcms/payload | TypeScript | 645 | 9,292 | 3,511 | — |
Historical
depwire parseruns on public repositories, last validated with v1.8.2 (June 2026).
Pre-1.9.0 measurement. v1.9.0 fixed parser bugs (double-emitted symbols in the TypeScript/Python/C#/C++/Java parsers, dropped type-only-import edges, false orphans) that directly affect symbol counts, edge counts, and health scores. Later releases changed graph contents and health methodology again. These numbers have not been re-measured and are not current results.
Know the blast radius before you touch anything.
depwire whatif . --simulate delete --target src/utils/encode.ts
Real output on honojs/hono — 352 files, 6,245 symbols:
Health Score: 41 → 41 (+0 → unchanged) Affected Nodes: 29 Broken Imports: 30 • src/utils/jwt/jwt.ts imports decodeBase64Url • src/adapter/aws-lambda/handler.ts imports encodeBase64 • src/utils/basic-auth.ts imports decodeBase64 [27 more...] Removed Edges: 32
Pre-1.9.0 measurement — captured before the v1.9.0 parser fixes; not re-measured.
The simulation operates on a loaded graph without changing source files; loading or parsing the graph requires file I/O.
Five operations:
depwire whatif . --simulate delete --target src/utils/encode.ts
depwire whatif . --simulate move --target src/utils/encode.ts --destination src/core/encode.ts depwire whatif . --simulate rename --target src/utils/encode.ts --destination src/utils/encoder.ts depwire whatif . --simulate split --target src/services/auth.ts --symbols "validateToken,refreshToken" depwire whatif . --simulate merge --target src/utils/helpers.ts --merge-target src/utils/formatters.ts
Run without --simulate to open the browser UI — side-by-side arc diagrams showing current vs simulated state.
For multi-module Maven and Gradle projects, Depwire resolves imports across module boundaries — not just within a single module.
Example: simulating deletion of Injector.java in google/guice (a 13-module Java DI framework):
$ depwire whatif . --simulate delete --target core/src/com/google/inject/Injector.java
Action: DELETE core/src/com/google/inject/Injector.java Affected Nodes: 128 Broken Imports: 124 (cross-module: 106 across 10 extension modules)
Pre-1.9.0 measurement — google/guice is a Java project; the Java parser's double-emission bug (fixed in v1.9.0) affects this figure. Not re-measured.
Cross-module resolution lets impact analysis report supported relationships across module boundaries.
Supported build systems:
pom.xml with declarations, recursive nested modules)settings.gradle / settings.gradle.kts with include() declarations)Both standard (src/main/java) and non-standard (src/) source layouts are supported.
Depwire's security scanner reports findings locally and can fail a configured CI gate.
depwire security . # full repo scan
depwire security . --target src/auth.ts # single file depwire security . --format sarif # GitHub Security tab integration depwire security . --fail-on high # CI gate — exit 1 if HIGH or above depwire security . --class secrets # specific check only depwire security . --no-dependency-audit # skip dependency checks and their network requests
10 check categories — depende
Only the beginning is shown; read the rest in the repo