Neurogenesis MCP Server

by jdhart81 Your server? Claim it

answering

Neurogenesis is answering right now. Last checked 13 min ago. It exposes 14 tools. Last commit 1 Nov 2026.

Developmental agents for the agent economy: create an agent from a digital genome, then evolve it wi

Uptime history 91 days of history · worst day 99%

91 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

360 ms

Response time

average over 24h

Stars

last commit 1 Nov 2026

What changed 4

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 9 August 2026. No other catalogue keeps this.

9 Aug 3 tool descriptions were rewritten compute_efficiency_report, register_compute_profile, route_task

9 Aug a tool appeared record_route_outcome

What the code does

We read the source, 1 d ago · tools taken from the live server · rules 995398eba69f

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

Runs an external command run_fleet_tests.py:20, security-preflight-agent/src/core.py:785

    r = subprocess.run([sys.executable, "-m", "pytest", "tests", "-q", "--no-header", "--tb=line",

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 13 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add neurogenesis --transport http https://mcp.viridisconservation.com/neurogenesis/mcp

Settings → Connectors → Add custom connector, then paste this address

https://mcp.viridisconservation.com/neurogenesis/mcp

~/.codex/config.toml

[mcp_servers.neurogenesis]
url = "https://mcp.viridisconservation.com/neurogenesis/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "neurogenesis": {
      "url": "https://mcp.viridisconservation.com/neurogenesis/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "neurogenesis": {
      "type": "http",
      "url": "https://mcp.viridisconservation.com/neurogenesis/mcp"
    }
  }
}

Available tools 14

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

agent

create_agent

Create a developmental agent from a digital genome: {agent_name, purpose, initial_nodes (unique, >=1), fitness_metrics (>=1), optional growth_rules / safety_axioms}. Returns agent_id + initial graph summary.

delete_agent

Remove a developmental agent from this mount.

get_agent

Full current state: genome, cognitive graph (nodes/edges with weights and trust), and summary counts.

agents

list_agents

All developmental agents on this mount, with summary counts.

best

best_next_steps

Routing recommendation: the strongest next cognitive steps from a given node, by learned edge weight and trust.

compute

compute_efficiency_report

Free read: decision/outcome receipts, route modes, compute avoided, predicted savings, predicted-vs-observed cost/latency/energy coverage, and Landauer-floor context. Estimates and observations stay distinct.

describe

describe_agent

Return capabilities and input contract.

export

export_state

Portable state document for an agent (import_state recreates it anywhere — including a self-hosted verdigraph-neurogenesis).

import

import_state

Recreate an agent from an export_state document.

ledger

get_ledger

The append-only developmental ledger: every growth, pruning, and evaluation event with reasons (NG3 — returned verbatim).

record

record_route_outcome

Attach one observed outcome to a Wu Wei decision. Actual cost, latency, and energy are optional and remain explicitly unknown when omitted. One append-only, hash-bound outcome is allowed per decision.

register_compute_profile

Register a caller-owned Wu Wei execution profile: reuse/cache, deterministic rule, local model, tool/workflow, or cloud model. Profiles can declare quality, reliability, capabilities, token costs, latency, locality, energy rates or average power, carbon intensity, and cache confidence/age. Routing never invents capacity or energy evidence.

route

route_task

Choose the least-burden eligible route for a task. Hard constraints include quality, reliability, locality, capabilities, context, cost, latency, and energy. Optional baselines quantify predicted savings. Explicit allow_defer/value/urgency fields may produce a no-work decision; no result is then claimed. Returns a hash-bound decision receipt.

submit

submit_evaluation

Evolve an agent with one task outcome: {task_id, task_type, success_score in [0,1], optional accuracy/user_satisfaction/ cost_efficiency/safety_score/notes/used_nodes/used_edges}. Success strengthens the used edges, failure weakens them; growth and pruning follow the genome's rules under its safety axioms (NG1). Returns the new developmental-ledger events.

Endpoints

URL	Transport	State	Latency	Checked
https://mcp.viridisconservation.com/neurogenesis/mcp	streamable-http	answering	352 ms	13 min ago

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Neurogenesis — questions

Answers built from our own checks of this server.

What can Neurogenesis do?

It exposes 14 tools, read directly from the server on our last check. Among them: best_next_steps, compute_efficiency_report, create_agent, delete_agent, describe_agent, export_state and 8 more. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Neurogenesis working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 360 ms. The bar chart above shows every period we have measured.

How do I connect Neurogenesis?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Neurogenesis need an API key?

No. Neurogenesis completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 14 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Neurogenesis?

It answers our handshake in 360 ms on average, which is faster than 38% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.

Is Neurogenesis open source?

The code is open source: it is published under the Apache-2.0 licence, written in Python, 0 stars on GitHub and 4 open issues. The licence covers the code in the repository, not the hosted service at mcp.viridisconservation.com, which runs on its operator's own terms.