Mirobody
Lab results to LOINC codes and UCUM units, symptoms and diagnoses to ICPC-3. Offline, no API key.
Descripción del creador (original en inglés)
161 AI agents for code gen, health, AI/ML, infra, India-stack. One command.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
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_LEVELLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"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"
}
}
}
}Ejecuta esto en tu terminal
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-swarmCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"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"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"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"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
OLLAMA_HOST envTIMPS_MODEL_PATH envTIMPS_MAX_AGENT_WORKERS envREDIS_URL envTIMPS_AUTH envLOG_LEVEL envEsta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub Sandeeprdy1729, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (2.2.3) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Node.js en tu computadora.
En la misma categoría: Mirobody, FHIR MCP Server, Google Health MCP
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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_
Solo se muestra el principio; lee el resto en el repo