Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Temporal engineering context for agents via MCP.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
NEO4J_URI, NEO4J_USER, NEO4J_PASSWORD, GEMINI_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"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"
}
}
}
}터미널에서 이 명령어를 실행하세요
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 .실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"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"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"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"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 STiFLeR7 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: NEO4J_URI, NEO4J_USER, NEO4J_PASSWORD, GEMINI_API_KEY
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.0.3)은 11일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js, Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Reelsaw
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Drive a self-hosted Reelsaw: turn long videos into vertical clips, edit, re-render and export them.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요