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PopNx MCPMCP servers for people who use AI · explained in plain words

Timps Swarm

by Sandeeprdy1729version 2.2.3i★ –iRuns on your computer
Registry nameio.github.Sandeeprdy1729/timps-swarm

Install

Overview

Description from the maker (original English)

161 AI agents for code gen, health, AI/ML, infra, India-stack. One command.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Clinics & health
  • You need to fill in: GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • You fill in yourself: 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

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

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": {
    "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"
      }
    }
  }
}

Run this in your 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-swarm

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.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"
      }
    }
  }
}

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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "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"
      }
    }
  }
}

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.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

  • GEMINI_API_KEY secret env
    Gemini API key (recommended free tier)
  • ANTHROPIC_API_KEY secret env
    Anthropic API key
  • OPENAI_API_KEY secret env
    OpenAI API key
  • GROQ_API_KEY secret env
    Groq API key
  • OLLAMA_HOST env
    Ollama host URL
  • TIMPS_MODEL_PATH env
    TIMPS model path for Ollama
  • TIMPS_MAX_AGENT_WORKERS env
    Max concurrent agent workers
  • REDIS_URL env
    Redis URL for state persistence
  • TIMPS_AUTH env
    Enable API key authentication
  • LOG_LEVEL env
    Log level (DEBUG, INFO, WARNING, ERROR)

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

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 8, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account Sandeeprdy1729, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Clinics & healthi

  • More stars than 0% of the other 1030 servers in this category
  • Published to the registry more recently than 30% of the other 1030 servers in this category
  • Basic checks equal to or better than 100% of the other 1030 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Timps Swarm safe?

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.

What keys or codes does it need?

You need to fill in: GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY

Does it run on my computer or in the cloud?

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).

Is it still maintained?

The GitHub repo last changed –, and the latest version (2.2.3) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Mirobody, FHIR MCP Server, Google Health MCP

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Mirobody

Lab results to LOINC codes and UCUM units, symptoms and diagnoses to ICPC-3. Offline, no API key.

by thetahealthGrowing↓ 290/wk★ 1.4KUpdated yesterday

Runs on your computer✓ thetahealth.ai

FHIR MCP Server

MCP server providing seamless access to FHIR APIs for AI tools and healthcare applications

by wso2Growing↓ 823/wk★ 137Updated 10 days ago

Runs on your computer

Google Health MCP

Privacy-first unofficial Google Health API v4 MCP server for health, sleep, activity, HR agents

by davidmosiahGrowing↓ 1K/wk★ 79Updated 4 months ago

Runs on your computer

README from the maker

Open the README

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.

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)*

What it does

  • Security audit any repo in 30 seconds — npx timps-swarm audit ./ finds CVEs, hardcoded secrets, and OWASP issues. No backend, no config, no API key.
  • 161 specialist agents in every AI tool — one 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=...).
  • Local-first, BYOK — runs on Ollama with zero API cost; plug in Gemini/Anthropic/OpenAI/Groq when you want more power.
  • Works without the Python backend — 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.

Quick Start

npm i -g timps-swarm

Hand this repo to any coding agent and it will set itself up.

SETUP.md is 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-swarm MCP 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:

  1. Writes the 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).
  2. Writes one sub-agent .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

What install actually does

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:

  • MCP server entries into 9 IDE config files (one entry per IDE, all pointing at npx timps-swarm mcp).
  • 161 sub-agent `.md` files into ~/.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).


The killer commands

# Security audit — secrets + CVEs + SAST, no backend, no API key

npx timps-swarm audit ./

Full 10-agent SDLC pipeline on any codebase

npx timps-swarm fix ./src --language python

Generate a complete OpenAPI spec from plain English

npx timps-swarm api-design "billing API with metered usage and Stripe webhooks"

Design a DB schema with DDL, ER diagram, and migrations

npx timps-swarm db-design "multi-tenant SaaS with usage-based billing"

Diagnose your machine (12 specialist agents)

npx timps-swarm health


MCP integrations

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

ToolConfig 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:
  • name: timps-swarm type: stdio cmd: npx timps-swarm mcp enabled: true

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 }}


LLM providers

Tries providers in priority order, uses the first available one.

PriorityProviderEnv varNotes
1MCP Sampler*(auto)*Uses the host tool's model
2Gemini 2.5 FlashGEMINI_API_KEYRecommended — fast + generous free tier
3Anthropic ClaudeANTHROPIC_API_KEYBest for complex reasoning
4OpenAI GPT-4oOPENAI_API_KEY
5Groq Llama 3.3 70BGROQ_API_KEYFastest API inference
6Ollama*(auto-detected)*Fully offline, no API key
7TIMPS-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.

CategoryCountExamples
Priority68research_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 Diagnostics51dependency_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 Health12system_optimizer, file_organizer, environment_doctor, security_guard, network_medic, battery_analyst, update_manager, log_interpreter, privacy_cleaner, media_librarian, backup_sentinel, context_switcher
Developer Workflow12issue_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 Worker7inbox_gatekeeper, meeting_condenser, research_scout, trend_monitor, data_wrangler, competitor_tracker, agri_commodity_forecaster
Meta6list_agents, dispatch, full_checkup, list_providers, connect_tools, tool_status
Context / Kernel3context_briefing, delegate, kernel_status
SDLC Pipeline1run_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"

PM → Architect → Code → Review → QA → Security → Perf → Docs → DevOps

Run a computer health checkup

npx timps-swarm health python3 give_work.py "My laptop fan is always running"

Delegate a multi-step goal

npx timps-swarm delegate "fix the auth bug and ensure 80% test coverage"

Call any of the 161 directly from the CLI

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_batch for parallel delegation. The src/tool_connectors module has a separate TOOLS dict (24 IDE config shortcuts — claude_code, cursor, etc.) used at runtime by `timps_

Only the beginning is shown; read the rest in the repo

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