ThinkNEO MCP Server
MCP serverDev toolsWith control-plane added, your AI gains oversight: its activity follows governance rules, stays within guardrails, and its spending is tracked. It also keeps AI use aligned with compliance needs and routes each request intelligently. It is a community-built tool maintained in the thinkneo-ai repository on GitHub.
Use ThinkNEO MCP Server in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add ThinkNEO MCP Server and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the thinkneo check spend tool from ThinkNEO MCP Server
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
Details
Available today. Use it from your connected AI after setup.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
After adding control-plane, see the repository at github.com/thinkneo-ai/mcp-server for setup guidance. Once it is in place, governance, guardrails, spend tracking, compliance, and smart routing apply to your AI's activity.
What your AI can do with it
- Apply governance rules to AI activity
- Enforce guardrails around what the AI can do
- Track how much AI usage costs
- Keep AI use aligned with compliance requirements
- Route each request intelligently to the right place
Install ThinkNEO MCP Server
The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.
Claude Code
claude mcp add --transport http --scope user thinkneo-mcp-server 'https://mcp.thinkneo.ai/mcp'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://mcp.thinkneo.ai/mcpAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=thinkneo-mcp-server&config=eyJ1cmwiOiJodHRwczovL21jcC50aGlua25lby5haS9tY3AifQ==Open the link and Cursor adds the server at that address.
ChatGPT
https://mcp.thinkneo.ai/mcpIn Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add thinkneo-mcp-server --url 'https://mcp.thinkneo.ai/mcp'Run it once, then sign in with codex mcp login thinkneo-mcp-server if the server asks for an account.
From the project's README
As published by thinkneo-ai/mcp-server in README.md.
Open MCP server with built-in defense layer (ThinkShield). Part of the ThinkNEO Platform — enterprise AI governance.
What This Is
An open-source MCP server providing 72 tools for AI governance, observability, and security:
- ThinkShield — Production defense layer: detection engine, 5 rule packs, runtime middleware. 145 tests, p99 < 1ms.
- 72 MCP Tools — Governance, guardrails, FinOps, smart routing, observability, compliance, outcome validation, and more.
- 24 A2A Skills — Bidirectional MCP-A2A bridge for Google's Agent-to-Agent Protocol (v0.3.0, Linux Foundation).
- Apache-2.0 — Use it, fork it, contribute.
What This Is Not
- Not the full ThinkNEO Platform. Governance orchestration, cryptographic audit chain, tenant management, and enterprise integrations are proprietary and run at thinkneo.ai.
- Not a standalone security product. ThinkShield is the defense component of a larger governed platform.
Why Open
We open-source our defense layer because real security doesn't depend on hidden rules — it depends on tested, audited, continuously improved detection plus a strong governance moat around it.
Snort. Suricata. Falco. OWASP CRS. The security industry runs on open detection. We follow that tradition.
The detection is open. The governance is proprietary. That's where the moat is.
Architecture
Open Source (this repo) Proprietary (thinkneo.ai)
┌─────────────────────────────────┐ ┌──────────────────────────────────┐
│ │ │ │
MCP Clients ────>│ 72 MCP Tools │ │ Governance Orchestration │
(Claude, Cursor, │ ├── Guardrails & Safety │────>│ ├── Policy Engine (AIRGP) │
ChatGPT, etc.) │ ├── FinOps & Smart Routing │ │ ├── Cryptographic Audit Chain │
│ ├── Observability │ │ ├── Tenant Management │
A2A Agents ─────>│ ├── Compliance & Validation │ │ ├── Enterprise Integrations │
(Google A2A) │ └── MCP-A2A Bridge (24 skills) │ │ └── SLA & Support │
│ │ │ │
│ ThinkShield Defense Layer │ │ SHA-256 Hash Chain (949K+ rows) │
│ ├── Detection Engine │ │ Stripe Billing │
│ ├── 5 Rule Packs │ │ Resend Email │
│ └── ASGI Middleware │ │ Multi-tenant Auth │
│ │ │ │
└─────────────────────────────────┘ └──────────────────────────────────┘
Apache-2.0 License Commercial License
Quickstart
# Clone
git clone https://github.com/thinkneo-ai/mcp-server.git
cd mcp-server
# Install
pip install -r requirements.txt
# Run
python -m uvicorn src.server:app --host 0.0.0.0 --port 8081
# Test
python -m pytest tests/ -q
Or with Docker:
cd deploy
docker compose up -d
Connect from Claude Desktop, Cursor, or any MCP client:
https://mcp.thinkneo.ai/mcp
Free tier: 500 calls/month, auto-provisioned API key. All 72 tools available.
Components
| Directory | Description | License |
|---|---|---|
src/tools/ | 72 MCP tools — governance, security, FinOps, observability | Apache-2.0 |
src/thinkshield/ | Defense layer — detection engine, 5 rule packs | Apache-2.0 |
tests/thinkshield/ | ThinkShield test suite — 145 tests + attack/benign fixtures | Apache-2.0 |
agent.json | A2A Agent Card — 24 skills bridged from MCP | Apache-2.0 |
ThinkShield Rule Packs
| Pack | Detects |
|---|---|
injection | SQL injection, XSS, command injection, path traversal |
auth | Credential stuffing, brute force, token replay, privilege escalation |
abuse | Rate abuse, resource exhaustion, API scraping |
recon | Path probing, tool enumeration, method probing, fingerprinting |
headers | Header anomalies, spoofing, missing security headers |
MCP Tools (72)
Governance (6) | Guardrails (3) | FinOps (4) | Smart Router (4) | Trust Score (2) | Registry (5) | Bridge (4) | Observability (5) | Business Value (6) | A2A Control (4) | Optimization (1) | Outcome Validation (4) | Policy Engine (4) | Benchmarking (3) | Compliance (2) | Agent SLA (4) | Audit Export (3) | Cache (3) | Security (5) | Tokens (1) | Memory (2) | Scheduling (1) | Alerts (1)
Full tool reference: docs/quickstart.md
MCP Spec Compliance
Complete Model Context Protocol 2024-11-05 implementation. Forward-compatible with MCP 2025-03-26.
| Capability | Status | Details |
|---|---|---|
| tools | 72 tools, full annotations | destructiveHint, readOnlyHint, idempotentHint, openWorldHint |
| resources | 2 resources | Getting Started guide, Supported Providers |
| prompts | 2 prompts with completions | governance_audit, policy_preflight |
| logging | logging/setLevel | 8 levels, per-session, audit trail |
| completions | completion/complete | workspace (auth-scoped), provider, model (provider-aware) |
Ecosystem
This repo is part of the ThinkNEO ecosystem:
| Project | Description |
|---|---|
| ThinkNEO Platform | Enterprise AI governance platform |
| AIRGP | AI Runtime Governance Protocol — open standard |
| A2ASTC | A2A Security & Trust Conformance |
| ThinkNEO SMB Hub | Business applications for SMBs |
| Robotics Governance | Robot fleet governance dashboard |
Security
See SECURITY.md for vulnerability reporting.
Contributing
See CONTRIBUTING.md.
Related
| Server | Description | Tools |
|---|---|---|
| thinkneo-control-plane | Enterprise AI Control Plane (this repo) | 72 tools |
| thinkneo-mcp-smb-products | SMB standalone products — self-serve via TNC credits | 37 tools |
License
Apache-2.0 — see LICENSE.
About
ThinkNEO AI Technology Co., Ltd. — Hong Kong CR No. 2296774.
Built by the team behind the ThinkNEO Enterprise AI Control Plane, AIRGP protocol, and A2ASTC conformance suite.
Tools it offers (68)
What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.
thinkneo_check_spendthinkneo_completethinkneo_read_memorythinkneo_write_memorythinkneo_evaluate_guardrailthinkneo_checkthinkneo_check_policythinkneo_get_budget_statusthinkneo_list_alertsthinkneo_get_compliance_statusthinkneo_provider_statusthinkneo_schedule_demothinkneo_usagethinkneo_route_modelthinkneo_get_savings_reportthinkneo_simulate_savingsthinkneo_evaluate_trust_scorethinkneo_get_trust_badgethinkneo_registry_searchthinkneo_registry_getthinkneo_registry_publishthinkneo_registry_reviewthinkneo_registry_installthinkneo_bridge_mcp_to_a2athinkneo_bridge_a2a_to_mcpthinkneo_bridge_generate_agent_cardthinkneo_bridge_list_mappingsthinkneo_start_tracethinkneo_log_eventthinkneo_end_trace
Signals
- GitHub stars
- 3
- Forks
- 1
- Last commit
- Jul 2026
Advanced
- Delivery
- control-plane MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
ai-thinkneo-control-plane- Source
- github.com/thinkneo-ai/mcp-server
- Hosted endpoint
https://mcp.thinkneo.ai/mcp
github.com/thinkneo-ai/mcp-server