agent-discover

MCP server registry and marketplace. Discover, install, activate, and manage MCP tools on demand. Acts as a dynamic proxy -- activated servers have their tools merged into the registry's own tool list, so agents can use them without restarting.

Every MCP client today — Claude Code, Cursor, Codex CLI, Aider, Continue, plain MCP clients — requires a full agent-session restart to pick up a newly registered MCP server. The tool catalog is frozen at startup. agent-discover is the only path to register a new server and have it become discoverable in the same running session. This is the one differentiator that survives against every host, even those with their own built-in deferred-tool loaders.

Search spans the official MCP registry, npm, and PyPI in one query, so popular servers that aren't in the official index (Microsoft @playwright/mcp, @modelcontextprotocol/server-*, mcp-server-fetch, mcp-server-git, …) all show up.

Built for AI coding agents (Claude Code, Codex CLI, Gemini CLI, Aider) but works equally well with any MCP client, REST consumer, or WebSocket listener.

---

Light Theme	Dark Theme

---

Why

Static MCP configs mean every server is always running, even when unused. Adding a new server requires editing config files and restarting. There is no way to browse what is available or install new tools at runtime.

	Without agent-discover	With agent-discover
Discovery	Must know server names in advance	Browse the official MCP registry, search by keyword
Installation	Edit config files, restart agent	One tool call installs and registers
Activation	All servers always running	Activate/deactivate on demand, tools appear/disappear live
Secrets	API keys in config files or env	Per-server secret storage, auto-injected on activation
Monitoring	No visibility into server health	Health checks, per-tool metrics, error counts
Management	Manual config edits	Dashboard + REST API for config, tags

---

Features

• Single-call tool discovery (find_tool) — hybrid BM25 + semantic ranking returns the top match with a confidence label, compact required_args, and 4 ranked alternatives. Auto-activates the owning child server so the agent can call the proxied tool immediately on the next turn. Replaces the multi-step search → list → activate dance with one round-trip.
• Batch discovery (find_tools) — pass an array of intents to discover N tools in a single round-trip for multi-step tasks.
• Indirect invocation (proxy_call) — call a discovered tool through agent-discover without exposing it to the host catalog. Keeps the host MCP surface at exactly 5 actions regardless of how many tools the registered child servers expose — critical for very large catalogs where flooding the host with thousands of schemas would blow the model's context budget.
• Pluggable embeddings (AGENT_DISCOVER_EMBEDDING_PROVIDER) — semantic search is opt-in via none (default, BM25 only) / local (Xenova/all-MiniLM-L6-v2 via @huggingface/transformers) / openai (text-embedding-3-small). Provider failures fall back to BM25 cleanly. Mirrors agent-knowledge's pattern so the same model can be reused.
• did_you_mean recovery — when a proxied tool call fails, the proxy attaches BM25-ranked similar-tool suggestions to the error response so the agent can correct in one extra turn instead of giving up.
• Local registry -- register MCP servers in a SQLite database with name, command, args, env, tags
• Federated marketplace search -- a single query hits the official MCP registry, npm, and PyPI in parallel, dedupes by <source>:<name>, and collapses version duplicates
• PyPI integration -- curated list of well-known Python MCP servers (mcp-server-fetch, mcp-server-git, mcp-server-time, mcp-server-postgres, mcp-server-sqlite, mcp-proxy, …) plus live metadata via the PyPI JSON API; Python entries install via uvx
• npm fallback -- two parallel npm searches (keywords:mcp and <query> mcp) catch packages that didn't tag themselves (e.g. Microsoft @playwright/mcp)
• Prereqs probe -- GET /api/prereqs reports which package managers (npx, uvx, docker, uv) are available on the host; the dashboard surfaces a banner when something needed for an install is missing
• Cross-process activation -- the active flag is the source of truth in SQLite; every fresh agent-discover process hydrates its in-memory proxy from the DB on startup, so tools activated in one process show up in others
• On-demand activation -- activate/deactivate servers at runtime; their tools appear and disappear dynamically with tools/list_changed notifications
• Tool proxying -- activated server tools are namespaced as serverName__toolName and merged into the tool list
• Multi-transport -- stdio, SSE, and streamable-http transports for connecting to child servers
• Secret management -- store API keys and tokens per server, automatically injected as env vars (stdio) or HTTP headers (SSE/streamable-http) on activation; CRLF-validated to prevent header injection
• Health checks -- connect/disconnect probes for inactive servers, tool-list checks for active ones, with error count tracking
• Per-tool metrics -- call counts, error counts, and average latency recorded automatically on every proxied tool call
• Full-text search -- FTS5 search across server names, descriptions, and tags + cross-server tool index for find_tool
• Pre-download -- fire-and-forget npm cache add (npx servers) or uv tool install (uvx servers) on registration, plus a dedicated /preinstall endpoint
• Real-time dashboard -- web UI at http://localhost:3424 with Servers and Browse tabs, dark/light theme, WebSocket updates
• MCP Inspector-grade Test panel -- every active server card grows a Test drawer with seven subtabs (Tools / Info / Resources / Prompts / Events / Export / Diagnostics). Schema-driven form renderer, Pretty/Raw JSON/cURL result modes, live notification + progress streaming, localStorage presets, pop-out floating panel for side-by-side debugging, and a Test ad-hoc button that spins up a throwaway (never-registered) server with a 15-minute TTL. Covers the same surface as upstream @modelcontextprotocol/inspector without a second process or second port.
• 3 transport layers -- MCP (stdio), REST API (HTTP), WebSocket (real-time events)
• Declarative setup file -- set AGENT_DISCOVER_SETUP_FILE to a JSON file listing servers to ensure-registered on startup. Idempotent (skips existing). Supports auto_activate, env var secret refs ($VAR), and tags. Automatically also reads a .local.json variant (e.g. discover-setup.local.json) for machine-specific servers with secrets. New registry({ action: "sync" }) MCP action and POST /api/sync REST endpoint for on-demand re-read.
• Bench harness -- under bench/, comparing eager tool loading vs deferred discovery against real OpenCode + gpt-5-mini. Reproducible structural result: discover's first-turn input tokens are flat in N (~20.8k across N ∈ {10, 100, 1000, 3000}); eager's grow linearly (20.9k → 32.4k → 160.9k → context overflow at N=3000). End-to-end accuracy and multi-turn cost numbers are noisier and model-dependent — see bench/README.md for what reproduces and what doesn't.

---

Quick Start

Install from npm

npm install -g agent-discover

Or run directly with npx

npx agent-discover

Or clone from source

git clone https://github.com/keshrath/agent-discover.git
cd agent-discover
npm install
npm run build

Option 1: MCP server (for AI agents)

Add to your MCP client config (Claude Code, Cline, Cursor, Windsurf, etc.):

{
  "mcpServers": {
    "agent-discover": {
      "command": "npx",
      "args": ["agent-discover"]
    }
  }
}

The dashboard auto-starts at http://localhost:3424 on the first MCP connection.

Option 2: Standalone server (for REST/WebSocket clients)

node dist/server.js --port 3424

---

MCP Tools (1)

A single action-based tool handles every operation via the action parameter — this keeps the prompt-overhead cost minimal regardless of how many child servers are registered.

Action	Purpose
find_tool	Single-call discovery. Hybrid BM25 + semantic search → top match + confidence label + compact required_args + 4 alternatives. Auto-activates the owning server.
find_tools	Batch discovery. Pass intents: [...] to discover N tools in one round-trip. Use for multi-step tasks.
get_schema	Full input_schema for a discovered tool. Only needed when the compact required_args summary isn't enough (conditional / polymorphic args).
proxy_call	Invoke a discovered tool through agent-discover without exposing it to the host catalog. Pair with find_tool({auto_activate: false}) for huge catalogs.
list	Search the local registry by server (FTS5).
install	Add a server from the marketplace or via manual config (command + args + env).
uninstall	Remove a server.
activate	Start a server, discover its tools, expose them to the host as serverName__toolName.
deactivate	Stop a server, hide its tools.
browse	Federated search across the official MCP registry, npm, and PyPI.
status	Active servers summary (names, tool counts, tool lists).

Activated servers expose their tools through agent-discover, namespaced as serverName__toolName. For example, activating a server named filesystem that exposes read_file makes it available as filesystem__read_file.

When find_tool is called with auto_activate: false (recommended for catalogs above ~1k tools), the proxy connection is opened silently and tools must be invoked via proxy_call instead of being added to the host's catalog. This keeps the host MCP surface area constant regardless of how many tools the registered child servers expose.

---

REST API (33 endpoints)

All endpoints return JSON. CORS enabled.

GET    /health                            Version, uptime
GET    /api/prereqs                       Probe host for npx/uvx/docker/uv availability
GET    /api/servers                       List servers (?query=, ?source=, ?installed=)
GET    /api/servers/:id                   Server details + tools
POST   /api/servers                       Register new server
PUT    /api/servers/:id                   Update server config (description, command, args, env, tags)
DELETE /api/servers/:id                   Unregister (deactivates first if active)
POST   /api/servers/:id/activate          Activate -- start server, discover tools, begin proxying
POST   /api/servers/:id/deactivate        Deactivate -- stop server, remove tools
POST   /api/servers/:id/preinstall        Pre-download package (npm cache add for npx, uv tool install for uvx)
GET    /api/servers/:id/secrets           List secrets (masked values)
PUT    /api/servers/:id/secrets/:key      Set a secret (upsert)
DELETE /api/servers/:id/secrets/:key      Delete a secret
POST   /api/servers/:id/health            Run health check (connect/disconnect probe)
GET    /api/servers/:id/metrics           Per-tool metrics for a server (call count, errors, latency)
GET    /api/metrics                       Metrics overview across all servers
GET    /api/browse                        Federated search: official registry + npm + PyPI (?query=, ?limit=, ?cursor=)
GET    /api/npm-check                     Check if an npm package exists (?package=)
GET    /api/status                        Active servers summary (names, tool counts, tool lists)

Tester surface (MCP Inspector parity — localhost-only unless AGENT_DISCOVER_ALLOW_REMOTE_TEST=1):
GET    /api/servers/:id/info               Server name, version, capabilities, instructions
GET    /api/servers/:id/tools               Live tools (bypasses activation cache)
POST   /api/servers/:id/call                Call a tool
GET    /api/servers/:id/resources           List resources (?cursor=...)
GET    /api/servers/:id/resource-templates  List resource templates
POST   /api/servers/:id/resource/read       Read a resource
POST   /api/servers/:id/resource/subscribe  Subscribe to resource updates
POST   /api/servers/:id/resource/unsubscribe  Unsubscribe
GET    /api/servers/:id/prompts             List prompts (?cursor=...)
POST   /api/servers/:id/prompt/get          Get a prompt with args
POST   /api/servers/:id/ping                Ping — returns { ok, rtt_ms }
POST   /api/servers/:id/logging-level       Set server logging level
GET    /api/servers/:id/export              Export config (?format=mcp-json|claude-code|cursor|agent-discover)
POST   /api/transient                        Activate an ad-hoc server (returns { handle, ... })
DELETE /api/transient/:handle                Release transient server
GET    /api/transient/:handle/*              Same tester surface, keyed by handle
GET    /api/roots                            Configured client roots (AGENT_DISCOVER_ROOTS)
GET    /api/logs/notifications               Notification log entries
GET    /api/logs/progress                    Progress log entries

---

Dashboard

The web dashboard auto-starts at http://localhost:3424 and provides two views:

Servers tab -- all registered servers as cards showing health dots, error counts, active/inactive status, description, tags, tools list, and expandable Secrets/Metrics/Config sections. Action buttons for activate, deactivate, health check, and delete.

Browse tab -- federated search across the official MCP registry, npm, and PyPI. Each card shows the runtime tag (node, python, streamable-http, …), version, description, and an install button that picks the right command (npx, uvx, or remote URL) automatically. A prereq banner at the top of the tab warns when a required package manager (npx, uvx, docker) is missing on the host.

Real-time updates via WebSocket with 2-second database polling. Dark and light themes with persistent preference.

---

Testing

npm test              # 179 tests across 12 files
npm run test:watch    # Watch mode
npm run test:coverage # Coverage report
npm run check         # Full CI: typecheck + lint + format + test
npm run test:e2e:ui   # Playwright dashboard smoke tests

---

Environment Variables

Core

Variable	Default	Description
AGENT_DISCOVER_PORT	3424	Dashboard HTTP port
AGENT_DISCOVER_DB	~/.claude/agent-discover.db	SQLite database path
AGENT_DISCOVER_ROOTS	—	Comma-separated root URIs advertised to child servers (e.g. file:///Users/me/repo,file:///Users/me/data)
AGENT_DISCOVER_ALLOW_REMOTE_TEST	0	Set to 1 to allow the Test panel endpoints from non-loopback origins. Not recommended — see Security.

Embeddings (semantic search for find_tool)

Embeddings are opt-in. The default is none, which means find_tool ranks by BM25 + verb synonyms only. Setting a provider enables hybrid BM25 + cosine retrieval, which closes the natural-language gap (e.g. "billing arrangement" → "subscription") that BM25 alone misses.

Variable	Default	Description
AGENT_DISCOVER_EMBEDDING_PROVIDER	none	none | local | openai
AGENT_DISCOVER_EMBEDDING_MODEL	—	Override the default model id for the chosen provider
AGENT_DISCOVER_EMBEDDING_THREADS	1	Local provider only — onnx runtime thread count
AGENT_DISCOVER_EMBEDDING_IDLE_TIMEOUT	60	Local provider only — seconds before unloading the model from RAM
AGENT_DISCOVER_OPENAI_API_KEY	—	OpenAI API key for embeddings (falls back to OPENAI_API_KEY if unset)

Local provider uses Xenova/all-MiniLM-L6-v2 (384 dims) via @huggingface/transformers. Install the optional peer dependency with npm install @huggingface/transformers if you want to use it. No network calls, no API key.

OpenAI provider uses text-embedding-3-small (1536 dims). Same model as agent-knowledge so the two servers can share an embedding key.

Host package manager prerequisites

agent-discover spawns child MCP servers via the host's installed package managers. Install whatever you intend to use; missing tools are reported by GET /api/prereqs and surfaced as a banner in the Browse tab.

Tool	Used for	Install hint
npx	npm-published MCP servers	ships with Node.js
uvx	PyPI-published MCP servers	install uv
docker	Docker-image MCP servers (rare)	install Docker

---

Documentation

• User Manual -- comprehensive guide covering all tools, REST API, dashboard, and troubleshooting
• API Reference -- all MCP tools and REST endpoints
• Architecture -- source structure, design principles, database schema
• Dashboard -- web UI views and features
• Setup Guide -- installation, client setup (Claude Code, Cursor, Windsurf)
• Changelog

---

License

MIT -- see LICENSE