Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Anki addon that exposes your flashcard collection to AI assistants via a local MCP server.
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.
The maker has not listed install details in the registry. See the maker’s README below.
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 against the domain ankimcp.ai (the registry checks domain ownership)
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 (0.40.0) reached the registry 26 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.
In the same category: Spec Driven Development, Remote Desktop Commander, Dialyne
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.
Real phone calls in France for AI agents: dial +33 numbers, menus, hold, AI disclosure.
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Seamlessly integrate Anki with AI assistants through the Model Context Protocol
An Anki addon that exposes your collection to AI assistants via the Model Context Protocol (MCP).
AnkiMCP Server runs a local MCP server inside Anki, allowing AI assistants like Claude to interact with your flashcard collection. This enables AI-powered study sessions, card creation, and collection management.
Part of the ankimcp.ai project.
On first run, this addon downloads pydantic_core (~2MB) from PyPI. This is required because pydantic_core contains platform-specific binaries (Windows/macOS/Linux) that cannot be bundled in a single addon file.
A second native dependency, rpds (from rpds-py), is handled the same way — but it is almost never downloaded: Anki already ships rpds as a transitive dependency of its own jsonschema, so the addon just imports it. The download only kicks in on the rare install where that import fails. Both downloads are cached under Anki's own data folder (outside the addon's own folder, so it survives addon updates cleanly on every OS), falling back to the addon's _cache/ directory when that location isn't available — so either way they happen once, not on every launch. The old in-folder fallback cache is only ever removed once the outside-the-folder cache has proven itself usable (a successful load from it) and is never touched while a native module is still loaded from it — a failed first attempt (e.g. offline) leaves the old cache untouched rather than destroyed.
http://127.0.0.1:3141/ by defaultHost/Origin headers against a loopback allowlist by default; extend it for tunnel/reverse-proxy exposureAuthorization: Bearer token on the HTTP transport via http_api_key (AnkiConnect-style; empty = disabled)● AnkiMCP item in the top toolbar shows tunnel connection state at a glance (opt out via show_toolbar_indicator)log_to_file writes a rotating, secret-redacted log to user_files/ankimcp.log, with Open log folder / Copy diagnostics buttons in settingsmodel_field_* tools (with an opt-in destructive model_field_remove)cards_stats tool returns compact per-card scheduling metrics (type/queue/interval/tags/dueToday) for a whole deck including subdecks, FSRS-independent — a lean bulk read for analyticsgui_deck_review opens a deck, gui_answer_card presses the answer button for you. Opt-in, hidden until named in enabled_opt_in_toolstitle, readOnlyHint, destructiveHint and openWorldHint (plus idempotentHint on write tools that are safe to repeat), so clients can show readable names and confirm before data-changing calls124672614anki_mcp_server.ankiaddon from ReleasesAdd the flake input and use the pre-built package:
# flake.nix
{ inputs.anki-mcp.url = "github:ankimcp/anki-mcp-server-addon";
outputs = { nixpkgs, anki-mcp, ... }: {
environment.systemPackages = [ anki-mcp.packages.${system}.default ];
nixpkgs.overlays = [ anki-mcp.overlays.default ]; environment.systemPackages = [ (pkgs.anki.withAddons [ pkgs.ankiAddons.anki-mcp-server ]) ]; }; }
# configuration.nix
{ pkgs, ... }: let python3 = pkgs.python3;
ankiMcpPythonDeps = python3.withPackages (ps: with ps; [ mcp pydantic pydantic-settings starlette uvicorn anyio httpx websockets ]);
anki-mcp-server = pkgs.anki-utils.buildAnkiAddon (finalAttrs: { pname = "anki-mcp-server"; version = "0.20.0"; src = pkgs.fetchFromGitHub { owner = "ankimcp"; repo = "anki-mcp-server-addon"; rev = "v${finalAttrs.version}"; hash = ""; # nix will tell you the correct hash on first build }; sourceRoot = "${finalAttrs.src.name}/anki_mcp_server"; });
ankiWithMcp = pkgs.anki.withAddons [ anki-mcp-server ];
ankiWrapped = pkgs.symlinkJoin { name = "anki-with-mcp"; paths = [ ankiWithMcp ]; nativeBuildInputs = [ pkgs.makeWrapper ]; postBuild = '' wrapProgram $out/bin/anki \ --prefix PYTHONPATH ':' "${ankiMcpPythonDeps}/${python3.sitePackages}" ''; }; in { environment.systemPackages = [ ankiWrapped ]; }
The server starts automatically when you open Anki. Check status via *Tools → AnkiMCP Server Settings...*
Requires Node.js installed. Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json on macOS):
{
"mcpServers": { "anki": { "command": "npx", "args": ["mcp-remote", "http://127.0.0.1:3141"] } } }
Note: Claude Desktop doesn't natively support HTTP servers in its JSON config —
mcp-remotebridges the connection via stdio.
claude mcp add anki --transport http http://127.0.0.1:3141/
opencode mcp add anki --url http://127.0.0.1:3141/
The built-in tunnel gives your Anki collection a public HTTPS URL, so AI assistants can reach it from anywhere — no port forwarding or reverse proxy needed. The collection is relayed through a WebSocket tunnel server (wss://tunnel.ankimcp.ai by default). Requires an ankimcp.ai account to log in.
How to connect:
https://tunnel.ankimcp.ai/e3439277-9d1e-47a1-b961-d193a4590da0)http://127.0.0.1:3141Using with Claude Desktop:
Replace the localhost URL with your tunnel URL in the Claude Desktop config:
{
"mcpServers": { "anki": { "command": "npx", "args": ["mcp-remote", "https://tunnel.ankimcp.ai/ "] } } }
Using with Claude Code:
claude mcp add anki --transport http https://tunnel.ankimcp.ai/<your-tunnel-id>
Disconnect vs. Logout:
Tunnel config fields (for advanced users / self-hosters):
tunnel_server_url — WebSocket URL of the tunnel relay server (default: wss://tunnel.ankimcp.ai)tunnel_client_id — OAuth client identifier (default: ankimcp-cli)Credentials are stored in the addon's own user_files/credentials.json (preserved across addon updates). They are not shared with the AnkiMCP CLI — the CLI keeps its own credentials under ~/.ankimcp/, so you log in to the addon and the CLI independently. The on-disk format is identical between the two.
Edit via Anki's *Tools → Add-ons → AnkiMCP Server → Config*:
{
"http_enabled": true, "http_port": 3141, "http_host": "127.0.0.1", "http_path": "", "http_allowed_hosts": [], "http_allowed_origins": [], "http_api_key": "", "cors_origins": [], "cors_expose_headers": ["mcp-protocol-version"], "disabled_tools": [], "enabled_destructive_tools": [], "enabled_opt_in_tools": [], "max_notes_per_batch": 100, "tunnel_server_url": "wss://tunnel.ankimcp.ai", "tunnel_client_id": "ankimcp-cli", "media_import_dir": "", "media_allowed_types": [], "media_allowed_hosts": [], "show_settings_menu_item": true, "show_toolbar_indicator": true, "show_sync_tooltip": true, "log_to_file": false }
The http_enabled setting controls whether the local HTTP server runs. When set to false, the HTTP server won't start — only the tunnel transport is available. Default is true.
{
"http_enabled": false }
This is useful if you only use the tunnel and don't want a local HTTP server listening.
The *AnkiMCP Server Settings…* entry in Anki's *Tools* menu is shown by default. Set show_settings_menu_item to false to hide it (takes effect after an Anki restart).
{
"show_settings_menu_item": false }
Note: if you hide the menu item and the toolbar indicator, there's no in-app way left to open the settings dialog — you can still edit the config via *Tools → Add-ons → AnkiMCP Server → Config*.
A persistent ● AnkiMCP item in Anki's top toolbar shows tunnel connection state (grey = off, amber = connecting, green = connected); clicking it opens the settings dialog. It's shown by default. Set show_toolbar_indicator to false to hide it (takes effect after an Anki restart).
{
"show_toolbar_indicator": false }
When an AI client triggers a sync, the addon shows a brief, non-modal tooltip in Anki's UI as the sync starts and finishes (e.g. AnkiMCP: syncing…, AnkiMCP: sync complete). This is the only visual cue for these otherwise-silent background syncs. It's shown by default. Set show_sync_tooltip to false to suppress it.
{
"show_sync_tooltip": false }
Set log_to_file to true to write a rotating log to user_files/ankimcp.log (~1 MB per file, 3 backups). It's off by default. When enabled, the addon records a startup diagnostics snapshot (addon/Anki/Qt/Python versions plus the live provenance of shared libraries like pydantic, mcp, protobuf, etc.), which is the key data for diagnosing cross-add-on conflicts. Secrets — the http_api_key, OAuth tokens, and any Bearer token — are redacted before anything is written to disk.
{
"log_to_file": true }
The settings dialog (*Tools → AnkiMCP Server Settings…*) has an Open log folder button and a Copy diagnostics button (the same snapshot, formatted for pasting into a forum post). Takes effect after an Anki restart.
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