Audiencescore
FreeNot checkedReference MCP server for the AudienceScore protocol: query a vendor's audience score (percent of verified thumbs-up over receipt-gated reviews) and get back a s
About
Reference MCP server for the AudienceScore protocol: query a vendor's audience score (percent of verified thumbs-up over receipt-gated reviews) and get back a signed, recomputable score manifest an agent can verify without trusting the server.
README
AudienceScore is an open protocol for review scores gated by cryptographic proof of a real transaction or verified participation. A signed receipt unlocks one review for one versioned offering, and every published score is a signed, recomputable rendering over the ledger.
CI License: Apache-2.0 Spec: CC BY 4.0 Data: ODbL
Status
AudienceScore is a live pilot deployment, pre-cryptographic-audit, not a
production issuance system. Pilot receipts, events, and score manifests carry
env: "pilot" in signed bodies; the pilot ledger may be reset and receipts may
be re-issued after audit.
Two gates remain open before non-pilot issuance:
- Independent cryptographic review of the receipt and rendering-signature scheme.
- Per-vertical legal review before any regulated profile ships.
Connect MCP
Add this remote MCP server URL in any client that supports Streamable HTTP:
https://mcp.audiencescore.org/mcp
No account or API key is required. The pilot server exposes read-only
get_score and get_score_evidence tools for v0.2 rendering manifests.
Read a Score
Fetch a signed pilot score manifest with one curl:
curl -sS https://mcp.audiencescore.org/v0/scores/field-elevate-demo%40v1
Below the k-anonymity floor, the manifest returns published: false rather
than a fabricated score.
Verify that the manifest signature is valid and that its signer is in the published key set:
node - <<'NODE'
const { verifyPayload } = require('./reference-impl/src/crypto');
const scoreUrl = 'https://mcp.audiencescore.org/v0/scores/field-elevate-demo%40v1';
const keysUrl = 'https://audiencescore.org/.well-known/audiencescore-keys.json';
(async () => {
const signed = await fetch(scoreUrl).then((r) => r.json());
const keys = await fetch(keysUrl).then((r) => r.json());
const publishedKeys = new Set((keys.keys || []).map((k) => k.key));
const inKeySet = publishedKeys.has(signed.signer);
const valid = verifyPayload(signed.signer, signed.manifest, signed.sig);
console.log(JSON.stringify({ published: signed.manifest.published, inKeySet, valid }, null, 2));
if (!inKeySet || !valid) process.exit(1);
})();
NODE
Run Locally
Requires Node.js 24+.
git clone https://github.com/audiencescore/audiencescore.git
cd audiencescore
npm install --prefix reference-impl
npm test --prefix reference-impl
node reference-impl/demo.js
The demo proves the full current loop: receipt issued, review admitted, score rendered, evidence recomputed, and score queried over MCP.
Spec and Governance
- Spec v0.2a: receipts, roles, attestation levels, versioned offerings, invariants, and threat model.
- Rendering v1: current score math.
- Conformance: signed vectors, canonical bytes, and Python verifier.
- Acceptance tests: AT-1 through AT-25, all executable in CI.
- Pilot docs: issuer, review, score-reading, and deployment runbooks.
- Governance: open score math, sealed-admission boundaries, and accountability rules.
- DRIFT.md: the plain-English record of v0.1 to v0.2 drift decisions.
Contribute
Protocol changes start with the spec. Anything touching receipts, invariants, rendering math, or conformance vectors needs a spec/RFC discussion before code. Implementation changes need tests, DCO sign-off, and passing CI.
Start with CONTRIBUTING.md. Security reports go through SECURITY.md.
Install Audiencescore in Claude Desktop, Claude Code & Cursor
unyly install audiencescoreInstalls into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.
First time? Get the CLI: curl -fsSL https://unyly.org/install | sh
Or configure manually
Run in your terminal:
claude mcp add audiencescore -- npx -y audiencescore-mcpFAQ
Is Audiencescore MCP free?
Yes, Audiencescore MCP is free — one-click install via Unyly at no cost.
Does Audiencescore need an API key?
No, Audiencescore runs without API keys or environment variables.
Is Audiencescore hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Audiencescore in Claude Desktop, Claude Code or Cursor?
Open Audiencescore on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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