Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Temporal engineering context for agents via MCP.
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.
NEO4J_URI, NEO4J_USER, NEO4J_PASSWORD, GEMINI_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"memex": {
"command": "npx",
"args": [
"-y",
"stifler-memex-mcp",
"serve",
"--repo",
"."
],
"env": {
"NEO4J_URI": "your-value",
"NEO4J_USER": "your-value",
"NEO4J_PASSWORD": "your-value",
"GEMINI_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add memex --env NEO4J_URI=your-value --env NEO4J_USER=your-value --env NEO4J_PASSWORD=your-value --env GEMINI_API_KEY=your-value -- npx -y stifler-memex-mcp serve --repo .Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"memex": {
"command": "npx",
"args": [
"-y",
"stifler-memex-mcp",
"serve",
"--repo",
"."
],
"env": {
"NEO4J_URI": "your-value",
"NEO4J_USER": "your-value",
"NEO4J_PASSWORD": "your-value",
"GEMINI_API_KEY": "your-value"
}
}
}
}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": {
"memex": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"stifler-memex-mcp",
"serve",
"--repo",
"."
],
"env": {
"NEO4J_URI": "your-value",
"NEO4J_USER": "your-value",
"NEO4J_PASSWORD": "your-value",
"GEMINI_API_KEY": "your-value"
}
}
}
}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 STiFLeR7, 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.
You need to fill in: NEO4J_URI, NEO4J_USER, NEO4J_PASSWORD, GEMINI_API_KEY
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 (1.0.3) reached the registry 11 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js, Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, SuperCollider
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.
Make sound with SuperCollider: synths, drums, chords, melodies and soundscapes over OSC.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Open-source MCP server and hook service that keeps Claude Code and Codex
engineering context current as the code changes, and holds edits whose
evidence changed.
[memex.stifler.in](https://memex.stifler.in)
A daemon, hook service and MCP server that turn commits and file changes into structured engineering knowledge and deliver it to agents with freshness and provenance preserved, without making memex a source of personal memory or raw session state.
memex builds a bitemporal knowledge graph of your repository (modules, symbols, decisions, problems, evidence, and code evolution). In v1 it also hooks into Claude Code and Codex: each session starts with the right context, each edit is checked against the current code, and the agent is told exactly what changed.
| Website | memex.stifler.in |
| Source | github.com/STiFLeR7/memex |
| Python package | memex-mcp on PyPI |
| Node package | stifler-memex-mcp on npm |
| MCP Registry | registry.modelcontextprotocol.io, listed as io.github.STiFLeR7/memex |
| Claude Code plugin | STiFLeR7/claude-plugins |
| Directories | Glama · AI Agents Listing |
Evaluation record in BENCHMARK.md, release history in CHANGELOG.md, reporting process in SECURITY.md, and how to work on it in CONTRIBUTING.md.
https://github.com/user-attachments/assets/b14e3185-ea36-4ae5-bd18-2d34e6bf7be4
*memex v1 in 60 seconds. If the player does not load, download the video.*
Coding agents work from a snapshot of the code. A teammate pushes, another agent edits a file, a branch moves, and the agent keeps acting on what it read earlier. v1 keeps that snapshot current, inside Claude Code and Codex:
| When | What memex does |
|---|---|
| Session start | Delivers a bounded working set for the task, and confirms delivery from the client's own session record |
| Before each edit | Checks whether the context the edit rests on still holds. If not, the edit is held, the agent gets a scoped correction, and it revises |
| On resume | If the code changed while the session was away, names the files to re-read |
| Parallel agents | Gives each linked worktree its own view, so agents side by side each see their own code |
| Trying it out | memex v1 mode shadow records what would be corrected without changing anything; hooks fail open; memex v1 rollback stops memex at once |
uv tool install memex-mcp # installs the `memex` command
cd your-repo memex v1 doctor # what is set up, what is missing, what to do next memex v1 install claude # hooks in .claude/settings.json; global settings untouched memex v1 install codex --neo4j-uri bolt://localhost:7687 # optional, for Codex
memex needs a Neo4j 5 server you already run (Docker is not required). Hooks go only into the checkout's own project configuration, and memex never asks for or stores your client credentials. Full guide, host recipes and rollback: docs/v1/25_ONBOARDING.md.
flowchart LR
A[Your repository files + git] --> B[memex watcher tree-sitter + Gemini] B --> C[Neo4j graph bitemporal facts] C --> D[memex core ContextPacket selection] D --> H[Hook service session start · edit checks · resume notice] D --> E[Hermes MemoryProvider automatic read-only prefetch] D --> F[MCP tools explicit lookup] H --> G[Claude Code / Codex] E --> G F --> G
style B fill:#cfe8ff,stroke:#0066cc,color:#000 style C fill:#fff4cf,stroke:#cc9900,color:#000 style H fill:#d4f5d4,stroke:#2d8f2d,color:#000
/plugin marketplace add STiFLeR7/claude-plugins
/plugin install memex-mcp@stifler-marketplace
Restart your Claude Code session.
The first start after installing or upgrading downloads memex's Python dependencies (about 40 seconds), which can exceed Claude Code's MCP connect timeout once. Warm it up first, then restart:
npx -y stifler-memex-mcp --help # one-time download; later starts take a few seconds
If Claude Code still shows a connection timeout, open /mcp and reconnect memex. If a tool says memex cannot reach Neo4j, start Neo4j (for example docker start memex-neo4j); the tools recover without a restart.
docker compose -f docker/docker-compose.yml up -d
cat > .env <<EOF NEO4J_URI=bolt://localhost:7687 NEO4J_USER=neo4j NEO4J_PASSWORD=memex-local GEMINI_API_KEY=your-key-here EOF npx stifler-memex-mcp init --repo . npx stifler-memex-mcp watch --repo . npx stifler-memex-mcp serve --repo .
The Hermes integration is read-only. Hermes retains personal memory, raw session state, and execution state. memex supplies repository engineering context through a bounded ContextPacket; it does not ingest Hermes state.db, transcripts, prompts, or tool results.
Add the memex provider to Hermes' profile configuration:
memory:
provider: memex plugins: memex: repo_path: /absolute/path/to/repository prefetch_timeout_seconds: 7 max_items: 8 max_chars: 12000
If Hermes is not installed, use the same context selector through the MCP get_engineering_context tool. Both paths share the protocol-neutral memex core and fail open when retrieval is unavailable.
| Channel | Command |
|---|---|
| Claude Code marketplace | /plugin install memex-mcp@stifler-marketplace |
| npx (no install) | npx stifler-memex-mcp |
| uv | uv add memex-mcp |
| pip | pip install memex-mcp |
| source | git clone github.com/STiFLeR7/memex && uv sync |
For a shared team setup (one Neo4j + one memex-server, auth on by default, Neo4j's ports never exposed to the host):
bash docker/bootstrap-team-env.sh
docker compose -f docker/docker-compose.team.yml up -d
See docker/TEAM-DEPLOY.md for the full flow, capturing the initial admin key, and the down -v footgun to avoid.
| Property | Value |
|---|---|
| Output | A Neo4j graph populated continuously from your repo |
| Storage | Neo4j via Graphiti. Bitemporal: every edge has created_at and optional expired_at |
| Context | Bounded, ranked, provenance-aware ContextPacket |
| Live context (v1) | Session-start working set, edit checks with scoped corrections, resume change notice, per-worktree views (Claude Code and Codex hooks) |
| Integrations | Hermes MemoryProvider, MCP resources/tools, Claude Code, Cursor, Codex, Gemini CLI |
| Failure mode | Fail-open; agent execution continues without memex |
| Granularity | Scales from 50 to 5000+ modules via hierarchical Leiden clusters |
| Synthesis | Gemini Flash distills commits into Decision nodes; Pro for grounded synthesis |
| Confidence | Computed at query time. Two-regime decay (validated half-life ~139d, unvalidated stale at 30d) |
| Write governance | Per-node-type ACL, intent-confirmation on agent writes, explicit corroborates / supersedes semantics |
| Goal 10 evidence | 8/8 valid paired runs, 0 treatment failures, 0 treatment regressions |
flowchart TD
Init[memex init extract baseline] --> Watch[memex watch daemon + git hooks] Watch -->|commit| Extract[tree-sitter extract symbols, imports, lockfile] Extract --> Synth[Gemini Flash diff → Decision nodes] Synth --> Write[Graphiti add_episode
nightly confidence decay] Decay -->|stale edges| Archive[expired_at = now]
Serve[memex serve MCP stdio/HTTP] -.->|reads| Write Agent[AI agent] -->|14 MCP tools| Serve Serve -->|record_decision / record_problem| Write
Cluster[memex cluster Leiden over hybrid edges] -.->|every N commits| Write
style Init fill:#e8f4ff,color:#000 style Watch fill:#fff4cf,color:#000 style Synth fill:#ffe0cc,color:#000 style Serve fill:#d4f5d4,color:#000
14 tools: eight read, four write, two analytic.
| Tool | When |
|---|---|
get_project_context | Session start. Returns a cluster-level briefing under 1500 tokens regardless of repo size |
get_symbol_context | Before editing a function or class. Returns callers, callees, linked decisions |
get_recent_decisions | Last N days of architectural decisions, optionally module-scoped |
get_open_problems | Active bugs and tech debt, sorted by severity |
search_context | Hybrid search: semantic × keyword × graph traversal × RRF merge |
get_stale_context | Edges whose composite confidence dropped below threshold |
explain_change | Given a commit SHA, cross-references the diff with linked Decision/Problem nodes and asks Gemini Pro for a grounded explanation |
predict_impact | Given a file path, returns a ranked list of modules likely affected based on graph coupling (no LLM call) |
| Tool | When |
|---|---|
record_decision | After making a technical choice. Supports corroborates (reinforce) and supersedes (replace) |
record_problem | When discovering a bug or piece of tech debt |
resolve_problem | When a tracked problem is fixed |
invalidate_edge | When a stored fact is no longer true |
Confidence is not a stored number that mutates. It is computed at query time from base_confidence, validation status, time since last reinforcement, and access count.
flowchart LR
Edge[Edge created base_confidence] --> Q{Validated by a human?} Q -->|yes| Slow[Slow regime half-life ~139d] Q -->|no| Fast[Fas
Only the beginning is shown; read the rest in the repo