Quesen — Developer Portal
MCP serverAI & modelsquesen gives your AI a consistent way to decide what to do next. For every action your agent considers, it returns one of three verdicts: PROCEED, REVIEW, or SKIP. Because the verdicts are deterministic, the same situation always leads to the same decision, so you can trust and re-check your agent's choices.
Use Quesen — Developer Portal in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add Quesen — Developer Portal and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the quesen.validate tool from Quesen
Needs your own API account. Keys stay in your vault.
Details
Available today. Use it from your connected AI after setup.
After adding quesen, point it at the decisions your agent makes so it starts returning a verdict for each action. The source code is available at github.com/shxnque/quesen if you want to see how it works.
What your AI can do with it
- Sort each action your agent considers into PROCEED, REVIEW, or SKIP
- Return the same verdict every time the same situation comes up
- Hold actions for review before they run
- Let actions go ahead when the verdict is PROCEED
- Re-check past decisions and get the same answers back
Install Quesen — Developer Portal
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 quesen-developer-portal 'https://web-production-3df26.up.railway.app/mcp'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://web-production-3df26.up.railway.app/mcpAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=quesen-developer-portal&config=eyJ1cmwiOiJodHRwczovL3dlYi1wcm9kdWN0aW9uLTNkZjI2LnVwLnJhaWx3YXkuYXBwL21jcCJ9Open the link and Cursor adds the server at that address.
ChatGPT
https://web-production-3df26.up.railway.app/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 quesen-developer-portal --url 'https://web-production-3df26.up.railway.app/mcp'Run it once, then sign in with codex mcp login quesen-developer-portal if the server asks for an account.
From the project's README
As published by shxnque/quesen in README.md.
Quesen is the deterministic decision-and-receipt core for agent actions — a typed security context in, a
PASS / REVIEW / BLOCK / SKIPverdict out, with machine reason codes and a receipt you can re-run byte-for-byte and prove. No model inference is in the scoring path, so the same input always yields the same verdict. It is built to sit behind injection detection, on top of agent identity, and to bill per decision (ASP/402).Unlike log-based governance layers whose audit trail is their word, kept by them, a Quesen receipt is independently verifiable by the caller — recomputable, and (engine signing enabled) Ed25519-signed. See
docs/architecture-gap-closers.mdand client-side enforcement + receipt verification inquesen-sdk≥ 0.5.0. Production engine signing is live — verify a real signed receipt yourself indocs/verify-live-receipt.md(no trust in Senueren required).This repository is the public developer portal. It contains only documentation, integration guides, examples, registry manifests, and reference links. No engine source code lives here. Quesen's engine implementation is sovereign, non-public infrastructure.
Live production
| Surface | URL |
|---|---|
| REST API | https://web-production-3df26.up.railway.app |
| MCP (Streamable HTTP) | https://web-production-3df26.up.railway.app/mcp |
| OpenAPI 3.1 | https://web-production-3df26.up.railway.app/openapi.json |
| Swagger UI | https://web-production-3df26.up.railway.app/docs |
| Health | https://web-production-3df26.up.railway.app/health |
| Version | https://web-production-3df26.up.railway.app/version |
Quick start (30 seconds)
Fastest path — no install, no signup, no card. Self-serve a free sandbox key and run a
real deterministic decision against production. Full guide: docs/QUICKSTART.md
· try it in the browser at senueren.co.za/try.
# 1 · get a free sandbox key
curl -X POST https://web-production-3df26.up.railway.app/sandbox/keys
# 2 · evaluate an action (use the api_key from step 1)
curl -X POST https://web-production-3df26.up.railway.app/validate \
-H "X-API-Key: sk_sandbox_..." \
-H "Content-Type: application/json" \
-d '{"domain_age_days": 1, "engagement_ratio": 0.95, "scam_keyword_count": 4}'
# -> {"decision":"SKIP","risk_score":1.0,"conflict_triggers":[...],"input_snapshot_hash":"..."}
SDKs
Published. The SDKs are live on PyPI and npm (
quesen-sdk0.5.0/ npm0.5.0;quesen-langchain,quesen-crewai,quesen-autogen0.3.0). Thebase_url+X-API-Key(including the sandbox key above) are identical across all SDKs.
Python
pip install quesen-sdk # PyPI: https://pypi.org/project/quesen-sdk/
from quesen_sdk import QuesenClient
q = QuesenClient(base_url="https://web-production-3df26.up.railway.app",
api_key="YOUR_KEY") # a sandbox key from /sandbox/keys works here
verdict = q.validate(domain_age_days=1, engagement_ratio=0.95, scam_keyword_count=4)
if verdict.decision == "SKIP":
return # respect the deterministic answer
JavaScript / TypeScript
npm i quesen-sdk # npm: https://www.npmjs.com/package/quesen-sdk
import { QuesenClient } from "quesen-sdk";
const q = new QuesenClient({
baseUrl: "https://web-production-3df26.up.railway.app",
apiKey: process.env.QUESEN_API_KEY,
});
const verdict = await q.validate({
domain_age_days: 1,
engagement_ratio: 0.95,
scam_keyword_count: 4,
});
Framework wrappers
| Framework | Package | Repository |
|---|---|---|
| LangChain / LangGraph | quesen-langchain | Shxnque/quesen-langchain |
| CrewAI | quesen-crewai | Shxnque/quesen-crewai |
| AutoGen v0.4+ | quesen-autogen | Shxnque/quesen-autogen |
| Python (core) | quesen-sdk | Shxnque/quesen-sdk-py |
| JavaScript / TypeScript | quesen-sdk (npm) | Shxnque/quesen-sdk-js |
MCP (Claude Desktop, Cursor, Windsurf, etc.)
Quesen exposes five MCP tools over the production endpoint. See
docs/mcp.md for the client-config snippet.
Why Quesen?
Autonomous agents make more decisions per second than any human oversight can audit. When those decisions involve capital — launching a token, opening a position, executing a trade, greenlighting a smart-contract deployment — the marginal cost of a bad decision is fatal.
Quesen answers exactly one question:
Should the calling agent proceed with this action?
Inputs are typed. Outputs are one of PROCEED, REVIEW, SKIP, always with a
risk_score in [0.0, 1.0], a confidence in [0.0, 1.0], and the exact
conflict rules that fired. Same inputs → same output. Every time. Every
response embeds engine_version, weights, and thresholds. Fully
reproducible. Fully auditable.
What Quesen is not
- Not an LLM wrapper. No prompts. No probabilities.
- Not a chatbot. It is A2A infrastructure.
- Not a KYC/identity system. It scores risk, not identity.
- Not chain-locked / framework-locked / LLM-locked. Ecosystem-neutral by design.
Documentation
- Quickstart — first decision in under 10 minutes (free sandbox key).
- Architecture overview
- Integration guide
- API reference
- MCP setup
- Pricing tiers
- FAQ
- Registry status
- Evidence & case studies — verified upstream merges + live, byte-for-byte replayable receipts. Engineering/standards evidence only; no customer traction is claimed.
Independent verification
Published receipts are independently reproducible from this repo alone — no hosted service or private engine required:
python3 verify/verify_receipts.py # offline, stdlib-only
python3 verify/verify_receipts.py --live # also cross-check the live engine
All six UCP #724 vectors show a byte-for-byte three-way match between the
published fixture, the public reference, and the live engine
(verify/README.md, verify/three_way_match.json).
That doc also states honestly where independent verification stops today (the
production ruleset commit_sha is not publicly resolvable; receipts are not yet
cryptographically issuer-signed).
The egress/authority decision subset — the part security integrators gate on — is now independently verdict-replayable offline too, with zero network:
python3 evaluation/conformance/verify_conformance.py # offline; recomputes decision+reasons+hash
Six cases (OWASP-agentic + LoopX prepared-Effect PASS/REVIEW/BLOCK) recompute
byte-for-byte from the public reference evaluator, plus a prod-1→prod-2
integrity-flip check — no signup, key, or hosted call
(evaluation/conformance/README.md).
Tutorials
- Moltbook post-guard — deterministic pre-post safety gate for autonomous social agents.
- OpenClaw MCP plugin — wiring Quesen as an MCP-native guardrail into OpenClaw-style agents.
Live status
- Production:
https://web-production-3df26.up.railway.app - Health check:
GET /healthreturns{"status":"ok","engine_version":"1.10.0"} - Version snapshot:
GET /versionreturns full engine + billing + on-chain flags (ASP/1.0) - Uptime and version widget on senueren.co.za/quesen
Registry presence
Quesen is discoverable via Model Context Protocol registries and the standard
agent-directory ecosystem. See docs/registries.md for
the current state of each submission. Manifests:
smithery.yaml— Smithery.ai (canonical)mcp.json— MCP.so / generic MCP client (canonical).well-known/ai-plugin.json— OpenAI plugin manifest /.well-known/ai-plugin.jsonautodiscoveryllms.txt— machine-readable summary for LLM crawlers
Contributing
This is a documentation-only repository. Engine PRs cannot be accepted here.
If you have integration-specific feedback, please open an issue or read CONTRIBUTING.md.
SDK contributions belong in the corresponding public SDK repository:
- Python: Shxnque/quesen-sdk-py
- JavaScript: Shxnque/quesen-sdk-js
- LangChain: Shxnque/quesen-langchain
- CrewAI: Shxnque/quesen-crewai
- AutoGen: Shxnque/quesen-autogen
Security issues: please read SECURITY.md before filing publicly.
Community
Follow build updates, agent-governance notes, and Quesen releases on X: @SenuerenGroup · web: senueren.co.za · senueren.co.za/quesen.
If a Quesen integration or a merged contribution helped your project, a follow or a note at @SenuerenGroup is always appreciated.
License
MIT. See LICENSE.
Tools it offers (5)
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.
quesen.validatequesen.simulatequesen.reportquesen.healthquesen.version
Signals
- GitHub stars
- 2
- Last commit
- Oct 2026
Advanced
- Delivery
- quesen MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
io-github-shxnque-quesen- Source
- github.com/shxnque/quesen
- Hosted endpoint
https://web-production-3df26.up.railway.app/mcp
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