Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
CogMemory MCP Server — Unified context subsystems for AI coding agents
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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": {
"cogmemory": {
"command": "npx",
"args": [
"-y",
"cogmemory-mcp"
]
}
}
}Run this in your terminal
claude mcp add cogmemory -- npx -y cogmemory-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"cogmemory": {
"command": "npx",
"args": [
"-y",
"cogmemory-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": {
"cogmemory": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"cogmemory-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 registry name was verified with the GitHub account skylarng89, 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.
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 (1.15.1) reached the registry 44 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, LexPact UK Contracts
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.
Generate UK-law contracts: NDA, service, freelance, recruiter terms of business, IR35.
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A unified Model Context Protocol server providing four context subsystems for AI coding agents:
Storage: SQLite via better-sqlite3. By default, each clone gets its own database under ~/.cogmemory/projects/.
Option A — npx (recommended, always latest):
npx -y cogmemory-mcp@latest
Option B — Global install:
npm install -g cogmemory-mcp
cogmemory-mcp
Option C — pnpm dlx:
pnpm dlx cogmemory-mcp@latest
Option D — From source (developers):
git clone https://github.com/skylarng89/cogmemory-mcp.git
cd cogmemory-mcp pnpm install pnpm run build
CogMemory depends on better-sqlite3 and tree-sitter, which compile native modules on install. You need:
node-gyp)gcc/g++ on Linux, Xcode Command Line Tools on macOS, Visual Studio Build Tools on Windows)Most platforms have prebuilt binaries available, so compilation is usually skipped on:
If installation fails, see Troubleshooting below.
Add to .vscode/mcp.json (workspace-scoped):
{
"servers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
Or use --workspace for multi-root support (rarely needed — see Workspace Resolution):
{
"servers": { "cogmemory-frontend": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest", "--workspace", "/path/to/frontend"] }, "cogmemory-backend": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest", "--workspace", "/path/to/backend"] } } }
Zero-config default: if you omit
--workspace, CogMemory discovers the
project automatically from the working directory (git root first, then the
nearest
.cogmemory/parent). One server entry is enough for all projects —
each repo gets its own memory bucket. Only pin
--workspacefor monorepo
sub-root targeting.
Add to .cursor/mcp.json:
{
"mcpServers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
Add to ~/.config/claude/claude_desktop_config.json (Linux/macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
{
"mcpServers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
Add to ~/.claude/mcp.json (user-level) or .claude/mcp.json (project-level):
{
"mcpServers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
In the Cline extension settings, add an MCP server:
cogmemorynpx -y cogmemory-mcp@latestOr in cline_mcp_settings.json:
{
"mcpServers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
MCP settings → Add server:
{
"mcpServers": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
Add to opencode.json:
{
"mcp": { "cogmemory": { "command": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
Add to Zed settings (settings.json):
{
"context_servers": { "cogmemory": { "binary": "npx", "args": ["-y", "cogmemory-mcp@latest"] } } }
CogMemory is published to the MCP Registry. Registry-aware clients can discover and install it automatically.
CogMemory resolves scope in priority order:
{ "scope": "project" }
COGMEMORY_SCOPE=project, global, or workspace~/.cogmemory/config.json (scope settings only)~/.cogmemory/projects/Default is clone-specific. Each clone receives a UUID in
.cogmemory/config.jsonand stores its database at~/.cogmemory/projects/memory- .db. The UUID, not the folder name or repository origin, identifies the clone. Use{ "scope": "global" }orCOGMEMORY_SCOPE=globalto retain the legacy shared database, or{ "scope": "workspace" }for a database inside the repository.
| Scope | Database Path |
|---|---|
| project | ~/.cogmemory/projects/memory- .db |
| workspace | /.cogmemory/memory.db |
| global | ~/.cogmemory/global.db |
Upgrading? If a workspace has an existing
memory.dbbut no config file, CogMemory logs a stderr advisory when the project default bypasses it — add{ "scope": "workspace" }to that project's.cogmemory/config.jsonto keep using it. Existing data inglobal.dbremains available whenCOGMEMORY_SCOPE=globalis explicitly selected; it is not silently repartitioned.
Every project gets a stable, opaque slug (UUID) stored in .cogmemory/config.json under project_id. This slug — not the folder path or name — is the project's identity. All memories (decisions, conventions, errors, sessions, code graph, etc.) are stamped with a project_id foreign key, so:
${workspaceFolder} can point at a single shared database path; each project's memories remain isolated by slug.~/.cogmemory/global.db can hold many projects, with every read/write implicitly scoped to the active project's slug..cogmemory/config.json & GitKeep .cogmemory/config.json gitignored so each clone gets its own identity on first run. Copying or committing the file intentionally shares its UUID; starting or branching a chat does not create a new project identity.
| Tool | Purpose |
|---|---|
list_projects | All projects with row counts, last-seen timestamps, staleness flags |
rename_project | Change a project's display label (slug is immutable) |
prune_projects | Permanently delete a project and all of its rows (requires confirm) |
switch_project | Re-resolve the active project at runtime from a workspace root |
cogmemory_status reports workspace_root, root_path_hint, resolution_source (override | git-root | dotcogmemory | cwd-fallback | runtime-switch), and active_project: { id, slug, label }, plus per-table counts in verbose mode.
If your client pins a fixed --workspace/cwd that doesn't match the repo you're actually working in (e.g. an agent opened a different repository mid-session), call switch_project with the target repo's absolute root:
{ "root_dir": "/mnt/repos/my-project" }
The target workspace's configured scope, database, UUID, numeric project ID, and root switch together after initialization succeeds. Status, indexing, and source snippets use the new root. An asynchronous call already in progress finishes using its original context. Invalid paths, corrupt configuration, or database initialization failures leave the previous context usable.
At the start of a new or branched chat:
cogmemory_status and compare workspace_root with the actual workspace. Chat history and cached numeric IDs are not authoritative.switch_project with the intended absolute root, then fetch memory again. Do not clear the identity file to resolve a client workspace mismatch.start_session if needed; a chat branch is not a new project.Tool JSON responses include project_identity: { id, slug, workspace_root }. Tools accept optional expected_project_id, containing the UUID slug, to reject stale context before reading or writing. This is especially useful because numeric IDs can coincide across separate databases. On PROJECT_MISMATCH, check status and switch to the intended root before retrying. Existing calls without the optional guard remain compatible. CogMemory cannot infer a chat's intended workspace when the client supplies neither a correct launch root nor a switch request.
Optional stale session/plan links on memory writes are ignored with a response warning; the memory still saves under the active project. Explicit session reads and updates are project-scoped and return a not-found response with recovery instructions for a stale session ID.
Earlier project-scope startup could choose memory-A.db and then persist UUID B inside that database and the workspace config. Startup now keeps one UUID throughout initialization, serializes concurrent initialization, and publishes config changes atomically.
For existing affected stores, startup inspects project databases read-only. If exactly one stored identity matches the UUID or exact workspace root, it reuses that database in place, preserving its row IDs and memories. The config records project_database_id as the UUID from the existing database filename; this can legitimately differ from project_id. No database is renamed, merged, or deleted.
If several candidates match, PROJECT_IDENTITY_AMBIGUOUS lists { databaseId, slug } pairs and leaves the config unchanged. Select the intended pair in .cogmemory/config.json, preserving other settings:
{
"scope": "project", "project_id": " ", "project_database_id": " " }
Then restart the MCP server, or retry switch_project if it is already running. The selected database must contain that UUID. Other candidate databases remain available; combining fragmented histories is a separate, explicit operation.
Malformed JSON, invalid UUIDs, and invalid local scopes produce PROJECT_CONFIG_INVALID instead of silently replacing identity. Restore a valid config from backup. Initialization locks have a bounded wait and report PROJECT_BUSY; if a process crashed while holding a lock, inspect the reported directory's owner.json, confirm that owner has exited, remove only that abandoned lock directory, and retry. Never delete an active process's lock.
Run pnpm test:identity for isolated regression tests of restart/branch continuity, concurrent processes, recovery, switching, stale IDs, UUID guards, and in-flight calls.
Git-root discovery takes precedenc
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