Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Wwise automation via WAAPI: 45 tools, batch super-interfaces, subscriptions, SoundBank, profiler.
These three are never merged into one score: opinions, measurements and popularity are different things.
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Pick the AI app you use, then copy the settings.
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Download the maker’s .mcpb file
The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.
Run this in your terminal
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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 8, 2026
The registry name was verified with the GitHub account WilliamWAudio, 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 (1.4.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Readfirst
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ 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.
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Connect an AI assistant to Audiokinetic Wwise for game-audio batch editing, project inspection, profiling, and audition. GWwise is a local Model Context Protocol (MCP) server backed by the Wwise Authoring API (WAAPI).
English · 简体中文 · Download Windows executable · Workflows · Compatibility · Validation
Canonical project: WilliamWAudio/wwise-mcp-server. Repository name: wwise-mcp-server; executable and MCP server name: gwwise-mcp-server; short name: GWwise. This is an independent community project, not an Audiokinetic product.
The public catalog exposes 45 MCP tools: 44 definitions in knowledge/defs.json, plus wwise_connect added by the server. Of these, 17 names start with `batch_`. These are interface counts, not a benchmark or a claim that every workflow is one call.
| Need | How this project approaches it | Boundary |
|---|---|---|
| Simple Windows deployment | Official releases provide one executable; users do not need Python or Node.js to run it | Wwise Authoring with WAAPI is still required; obtain binaries from a trusted release |
| Repetitive authoring work | Purpose-built tools for source replacement, hierarchy synchronization, renaming, and routing | Some operations allow partial success; inspect each returned result |
| Version-aware requests | Dynamic function, topic, and schema discovery from the connected Wwise instance | Discovery is not proof of compatibility with every release; see version evidence |
| Fewer manual API payloads | Higher-level tools coexist with raw WAAPI and WAQL access | Raw calls can modify or delete content; there is no universal read-only enforcement mode |
| Agent operating guidance | Official binaries include the maintainer's tuned knowledge base | Public source builds use fallback instructions; source and knowledge licensing differ |
gwwise-mcp-server.exe from GitHub Releases. This is a local stdio server, not a hosted service to deploy to a cloud URL.8080.Claude Desktop / Claude Code configuration example (claude_desktop_config.json / .mcp.json):
{
"mcpServers": { "wwise": { "command": "C:/Tools/GWwise/gwwise-mcp-server.exe", "args": ["--wwise-host", "127.0.0.1", "--wwise-port", "8080"] } } }
Cursor example (.cursor/mcp.json):
{
"mcpServers": { "wwise": { "command": "C:/Tools/GWwise/gwwise-mcp-server.exe", "args": ["--wwise-port", "8080"] } } }
Codex configuration example (config.toml):
[mcp_servers.wwise]
command = "C:/Tools/GWwise/gwwise-mcp-server.exe" args = ["--wwise-host", "127.0.0.1", "--wwise-port", "8080"]
Client configuration locations and approval controls vary by client version. The server can start before Wwise is open and connects when a tool needs WAAPI. Its connection code may try nearby fallback ports: verify the returned project and endpoint before any edit, especially when multiple Wwise instances are open.
Connect to Wwise and report the connected application version and project identity. Query the selected objects and list available schemas. Do not change project objects, save the project, generate SoundBanks, delete files, start playback, or change the profiler session.
This is an instruction to the assistant, not a server-enforced permission boundary. A client that supports tool allowlists should expose only the needed inspection tools first.
These are reproducible workflow guides, not a claim that the scenarios were run successfully during this documentation update.
| Task | Guide | Useful starting tools |
|---|---|---|
| Replace same-name WAV sources while preserving the existing Sound hierarchy | Replace audio sources without creating new Sounds | waapi_query, list_local_audio_files, batch_replace_audio_by_name |
| Review object properties, routing, references, and SoundBank inclusion | Inspect and audit a Wwise project | waapi_query, waapi_get_schema, get_soundbank_inclusions |
| Sample runtime state and preview an Event | Profiler sampling and controlled audition | profiler_capture, transport_play, transport_control |
Example requests:
preview_only: true where the tool supports it.”| Domain | Tools |
|---|---|
| Core | waapi_call, waapi_query, wwise_connect |
| Local files | list_local_audio_files, create_path_if_not_exists, get_project_languages |
| Batch rename | batch_rename_lowercase, batch_rename_titlecase, batch_rename_uppercase, batch_rename_find_replace, batch_rename_add_prefix, batch_rename_add_suffix |
| Batch structure | batch_delete, batch_smart_delete, batch_delete_unused_descendants, batch_convert_type, batch_set_property, batch_move, batch_get_children_by_type |
| Structure synchronization | batch_copy_missing_descendants, batch_move_missing_descendants, batch_sync_output_bus_by_relative_path |
| Audio sources | batch_replace_audio_by_name, cleanup_unused_originals_files |
| Introspection | waapi_list_functions, waapi_list_topics, waapi_get_schema |
| SoundBank | generate_soundbanks, get_soundbank_inclusions |
| Profiler | profiler_capture |
| Remote connection | remote_list_consoles, remote_connect, remote_disconnect |
| Wwise UI | ui_get_selection, ui_list_commands, ui_execute_command |
| Subscriptions | waapi_subscribe, waapi_poll_events, waapi_wait_for_event, waapi_list_subscriptions, waapi_unsubscribe |
| Health / audition | wwise_get_info, transport_play, transport_control, transport_list |
The authoritative parameter definitions are in knowledge/defs.json and src/bin/mcp_server.rs. Inspect the schema instead of assuming similarly named tools have identical options.
preview_only when supported. batch_replace_audio_by_name and raw batch_delete do not provide the same preview contract.cleanup_unused_originals_files can permanently delete files; Wwise Undo does not recover them. A preview can also write a report. Do not enable cleanup as part of routine inspection.The maintainer previously reported use across Wwise 2019–2025; the repository description separately mentioned 2021 and 2024. Exact-build evidence is not yet published in this checkout, so these are not presented as a verified per-version support matrix. See compatibility for recording a run.
The source contains 175 test cases across unit, definition-contract, knowledge-text routing-contract, protocol, and live-Wwise suites. This does not mean 175 live-Wwise tests: there are nine live test functions, and some tests return early when Wwise or the private knowledge base is absent. A green aggregate alone is not proof of E2E coverage. See validation and reproduction.
Install a Rust toolchain and the platform's native build prerequisites, then run:
cargo build --release
The Windows executable is target/release/gwwise-mcp-server.exe. A source build has the same public tool definitions but fallback instructions because knowledge/base.txt is intentionally absent. Do not infer non-Windows support or a minimum Rust version from this command; see compatibility.
Documentation and metadata checks for contributors (Node.js required only for this check, not for running GWwise):
node scripts/check-docs.mjs
.exe is not an MCPB package. No new Registry publication is claimed by these files.glama.json identifies the maintainer for directory metadata; it does not claim ownership verification or directory review is complete.LICENSE.knowledge/LICENSE. Do not describe the entire official binary as MIT-licensed.Maintainer: WilliamWAudio / william.wang. Report reproducible problems in GitHub Issues, including the GWwise version, exact Wwise build, operating system, task, and redacted error. Do not post private project paths, credentials, or copyrighted audio without permission.