Mirobody
Lab results to LOINC codes and UCUM units, symptoms and diagnoses to ICPC-3. Offline, no API key.
作者による説明(英語の原文)
161 AI agents for code gen, health, AI/ML, infra, India-stack. One command.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY, OLLAMA_HOST, TIMPS_MODEL_PATH, TIMPS_MAX_AGENT_WORKERS, REDIS_URL, TIMPS_AUTH, LOG_LEVEL「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"timps-swarm": {
"command": "npx",
"args": [
"-y",
"timps-swarm"
],
"env": {
"GEMINI_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value",
"GROQ_API_KEY": "your-value",
"OLLAMA_HOST": "your-value",
"TIMPS_MODEL_PATH": "your-value",
"TIMPS_MAX_AGENT_WORKERS": "your-value",
"REDIS_URL": "your-value",
"TIMPS_AUTH": "your-value",
"LOG_LEVEL": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add timps-swarm --env GEMINI_API_KEY=your-value --env ANTHROPIC_API_KEY=your-value --env OPENAI_API_KEY=your-value --env GROQ_API_KEY=your-value --env OLLAMA_HOST=your-value --env TIMPS_MODEL_PATH=your-value --env TIMPS_MAX_AGENT_WORKERS=your-value --env REDIS_URL=your-value --env TIMPS_AUTH=your-value --env LOG_LEVEL=your-value -- npx -y timps-swarm動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"timps-swarm": {
"command": "npx",
"args": [
"-y",
"timps-swarm"
],
"env": {
"GEMINI_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value",
"GROQ_API_KEY": "your-value",
"OLLAMA_HOST": "your-value",
"TIMPS_MODEL_PATH": "your-value",
"TIMPS_MAX_AGENT_WORKERS": "your-value",
"REDIS_URL": "your-value",
"TIMPS_AUTH": "your-value",
"LOG_LEVEL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"timps-swarm": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"timps-swarm"
],
"env": {
"GEMINI_API_KEY": "your-value",
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value",
"GROQ_API_KEY": "your-value",
"OLLAMA_HOST": "your-value",
"TIMPS_MODEL_PATH": "your-value",
"TIMPS_MAX_AGENT_WORKERS": "your-value",
"REDIS_URL": "your-value",
"TIMPS_AUTH": "your-value",
"LOG_LEVEL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
OLLAMA_HOST envTIMPS_MODEL_PATH envTIMPS_MAX_AGENT_WORKERS envREDIS_URL envTIMPS_AUTH envLOG_LEVEL envこの設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月8日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント Sandeeprdy1729 で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
入力が必要なもの:GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(2.2.3)がレジストリに届いたのは3 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Mirobody, FHIR MCP Server, Google Health MCP
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:↓ 週あたりのダウンロードi★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
Lab results to LOINC codes and UCUM units, symptoms and diagnoses to ICPC-3. Offline, no API key.
MCP server providing seamless access to FHIR APIs for AI tools and healthcare applications
Privacy-first unofficial Google Health API v4 MCP server for health, sleep, activity, HR agents
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
One `install-mcp` command puts 161 AI specialists into every coding tool you use — as parallel sub-agents, not just MCP tools.
Quick Start · Sub-agents · 161 Agents · MCP Setup · CLI · Architecture
*4 agents dispatched in parallel vs sequential — 3× speedup (64s vs 192s)*
npx timps-swarm audit ./ finds CVEs, hardcoded secrets, and OWASP issues. No backend, no config, no API key.install-mcp command writes the MCP config for 9 IDEs (Claude Code, Cursor, Windsurf, Continue, Aider, Cline, Zed, VS Code, Gemini, Codex, Amp, Warp) and registers every agent as a native sub-agent so Claude Code / Cursor / Codex can dispatch them in parallel via Task(subagent_type=...).npm install -g timps-swarm ships a Node.js MCP stdio proxy (cli/lib/mcp-proxy.js) that talks to any running FastAPI server (local or remote via TIMPS_API_URL). The Python repo is optional.npm i -g timps-swarm
Hand this repo to any coding agent and it will set itself up.
SETUP.mdis written as an instruction set (not just docs) — when a user
clones the repo and tells Claude Code, opencode, Codex, Cursor, Windsurf,
or any other agent to "read SETUP.md and set me up", the agent installs the
backend, registers the
timps-swarmMCP server for whatever tool it's
running in, and starts dispatching the 161 specialist agents in parallel.
Then wire it into your coding agents:
npx timps-swarm install-mcp
install-mcp auto-detects every AI tool on your machine and:
timps-swarm MCP server entry into every detected IDE config (with an explicit env: block forwarding ANTHROPIC_API_KEY, OPENAI_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, TIMPS_API_URL, OLLAMA_HOST, REDIS_URL)..md file per TIMPS tool into ~/.claude/agents/, ./.claude/agents/, and ~/.codex/agents/.Restart your tool — 161 agents appear as MCP tools and as parallel sub-agents.
Run without installing (zero setup):
npx timps-swarm audit ./ # security scan any repo — works immediately
install-mcp is the only command you need:
npx timps-swarm install-mcp # default: configure all detected tools
npx timps-swarm install-mcp --no-sub-agents # MCP config only, skip the .md files npx timps-swarm install-mcp --tool cursor # configure one tool npx timps-swarm install-mcp --dry-run # preview without writing npx timps-swarm uninstall-mcp # remove all of the above
By default this writes:
npx timps-swarm mcp).~/.claude/agents/, ./.claude/agents/, ~/.codex/agents/ (one per MCP tool) so Claude Code's Task(subagent_type="timps_kubernetes_navigator"), Cursor Composer, and Codex can dispatch them in parallel.All writes are idempotent (re-running updates the existing file) and reversible via uninstall-mcp (which only removes the timps-swarm key and the timps-*.md files — your other config is untouched).
# Security audit — secrets + CVEs + SAST, no backend, no API key
npx timps-swarm audit ./
npx timps-swarm fix ./src --language python
npx timps-swarm api-design "billing API with metered usage and Stripe webhooks"
npx timps-swarm db-design "multi-tenant SaaS with usage-based billing"
npx timps-swarm health
npx timps-swarm install-mcp # auto-detect and configure all installed tools
npx timps-swarm install-mcp --tool cursor # single tool only npx timps-swarm install-mcp --dry-run # preview without writing files
| Tool | Config written |
|---|---|
| Claude Code | ~/.claude/mcp.json |
| Cursor | ~/.cursor/mcp.json |
| Windsurf | ~/.windsurf/mcp.json |
| Continue | ~/.continue/config.json |
| Zed | ~/.config/zed/settings.json |
| Aider | ~/.aider.conf.yml |
| Goose | ~/.config/goose/config.yaml |
| Gemini CLI | ~/.gemini/settings.json |
| Codex CLI | ~/.codex/config.json |
| Amp | ~/.amp/mcp.json |
| Warp | ~/.warp/mcp_servers.json |
| VS Code / Cline / Copilot | .vscode/mcp.json (workspace) |
Manual config snippets (all tools)
install-mcp writes the snippet below into each IDE config. The env: block forwards whichever API keys you have set in your shell; it's optional (the IDE usually inherits env, but explicit is safer for sandboxed hosts).
Claude Code — ~/.claude/mcp.json
{
"mcpServers": { "timps-swarm": { "command": "npx", "args": ["timps-swarm", "mcp"], "env": { "GEMINI_API_KEY": "...", "ANTHROPIC_API_KEY": "..." } } } }
Cursor / Windsurf / Gemini CLI / Codex CLI / Amp — same format as above, different path.
VS Code / Cline / Roo Code / GitHub Copilot — .vscode/mcp.json
{
"mcp": { "servers": { "timps-swarm": { "type": "stdio", "command": "npx", "args": ["timps-swarm", "mcp"] } } } }
Continue — ~/.continue/config.json
{ "mcpServers": [{ "name": "timps-swarm", "command": "npx", "args": ["timps-swarm", "mcp"] }] }
Aider — ~/.aider.conf.yml
mcp-servers:
timps-swarm: command: npx args: [timps-swarm, mcp] type: stdio
Zed — ~/.config/zed/settings.json
{
"assistant": { "mcp_servers": { "timps-swarm": { "command": "npx", "args": ["timps-swarm", "mcp"] } } } }
Goose — ~/.config/goose/config.yaml
extensions:
GitHub Actions — reusable workflow
jobs:
generate: uses: Sandeeprdy1729/timps-swarm/.github/workflows/timps-swarm.yml@main with: task: "Build a microservice for JWT authentication" language: python secrets: GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
Tries providers in priority order, uses the first available one.
| Priority | Provider | Env var | Notes |
|---|---|---|---|
| 1 | MCP Sampler | *(auto)* | Uses the host tool's model |
| 2 | Gemini 2.5 Flash | GEMINI_API_KEY | Recommended — fast + generous free tier |
| 3 | Anthropic Claude | ANTHROPIC_API_KEY | Best for complex reasoning |
| 4 | OpenAI GPT-4o | OPENAI_API_KEY | |
| 5 | Groq Llama 3.3 70B | GROQ_API_KEY | Fastest API inference |
| 6 | Ollama | *(auto-detected)* | Fully offline, no API key |
| 7 | TIMPS-Coder 0.5B | *(built-in)* | Always available |
export GEMINI_API_KEY=... # free tier, fastest start
export ANTHROPIC_API_KEY=... # optional
The 161 agents — full list
The MCP server exposes 161 specialist agents across 9 categories. Every one is also registered as a native Claude Code / Cursor / Codex sub-agent.
| Category | Count | Examples |
|---|---|---|
| Priority | 68 | research_agent, ab_testing_agent, abdm_agent, agent_composer, browser_automation, churn_predictor, demand_forecaster, dependency_agent, digilocker_agent, dpdp_act_auditor, federated_learning, finetuning_agent, fssai_compliance_agent, gst_compliance, indiehacker_agent, model_evaluator, model_perf_monitor, podcast_show_notes_writer, prompt_injection_scanner, quantum_ready, rag_designer, rag_evaluator, red_team_agent, release_manager, sbom_generator, security_remediation, service_mesh_configurator, sprint_planning_agent, storybook_story_generator, threat_intel_analyst, upi_agent, vector_db_agent, voice_agent_designer, wearable_health_coach, web3_agent, win_loss_analyst, … |
| Expert Diagnostics | 51 | dependency_rebel, kubernetes_navigator, docker_compose_architect, pipeline_healer, compliance_auditor, incident_response_coordinator, accessibility_tester, mcp_server_generator, observability_cost_optimizer, license_compliance_scanner, container_image_scanner, adr_writer, contract_reviewer, court_case_summarizer, data_pipeline, db_migration_pilot, disaster_recovery, game_day_facilitator, git_workflow_automator, graphql_agent, iac_drift_detector, load_testing, local_rag_builder, log_pattern_analyzer, phishing_simulator, postmortem_agent, test_intelligence, visual_regression_detective, web_scraping, web_search, … |
| Computer Health | 12 | system_optimizer, file_organizer, environment_doctor, security_guard, network_medic, battery_analyst, update_manager, log_interpreter, privacy_cleaner, media_librarian, backup_sentinel, context_switcher |
| Developer Workflow | 12 | issue_triager, boilerplate_architect, pr_reviewer, dependency_sentinel, unit_test_writer, docstring_generator, log_detective, sql_optimizer, sprint_reporter, flaky_test_hunter, api_contract_auditor, content_multiplier |
| Knowledge Worker | 7 | inbox_gatekeeper, meeting_condenser, research_scout, trend_monitor, data_wrangler, competitor_tracker, agri_commodity_forecaster |
| Meta | 6 | list_agents, dispatch, full_checkup, list_providers, connect_tools, tool_status |
| Context / Kernel | 3 | context_briefing, delegate, kernel_status |
| SDLC Pipeline | 1 | run_task (the 10-node LangGraph orchestrator: PM → Architect → Code → Review → QA → Security → Perf → Docs → DevOps) |
# Trigger the full SDLC pipeline
python3 give_work.py "Build a rate-limited REST API for user authentication"
npx timps-swarm health python3 give_work.py "My laptop fan is always running"
npx timps-swarm delegate "fix the auth bug and ensure 80% test coverage"
npx timps-swarm mcp # then use any MCP client
The Self-Critic Agent is the most valuable one — it scores any output 1–10 and re-runs the originating agent until the threshold is met, closing the quality loop across the entire swarm.
The 161 includes Phase 3 (12 priority), Phase 5 (7 more), Phase 6 nextgen (21 — security/DevOps/MLOps/emerging), Phase 7 (32 — India verticals, compliance, content, sales/voice, research), and
timps_batchfor parallel delegation. Thesrc/tool_connectorsmodule has a separateTOOLSdict (24 IDE config shortcuts —claude_code,cursor, etc.) used at runtime by `timps_
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