About GAIP Digital Art Intelligence Agent
GAIP records dated public information about art collections and related online sources, returning signed receipts. It is for users who need provenance evidence at a specific point in time, not an appraisal.
Key features
- 01Dated public-record checks
- 02Signed answer receipts
- 03Read-only, no-key access
Use cases
- 01Review provenance information for an art collection
- 02Keep a dated record of published collection details
MCP support
MCP clients can call GAIP at https://www.gaipagents.com/mcp using the gaip_check tool to check a URL; responses include signed receipts.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://www.gaipagents.com/mcp/agents/art-intelligenceclaude mcp add --transport http tjcgraham-rgb-gaip-art-intelligence https://www.gaipagents.com/mcp/agents/art-intelligence{"mcpServers":{"tjcgraham-rgb-gaip-art-intelligence":{"type":"http","url":"https://www.gaipagents.com/mcp/agents/art-intelligence"}}}Open in Cursor{"servers":{"tjcgraham-rgb-gaip-art-intelligence":{"type":"http","url":"https://www.gaipagents.com/mcp/agents/art-intelligence"}}}Open in VS Code{"mcpServers":{"tjcgraham-rgb-gaip-art-intelligence":{"type":"http","url":"https://www.gaipagents.com/mcp/agents/art-intelligence"}}}{"mcpServers":{"tjcgraham-rgb-gaip-art-intelligence":{"serverUrl":"https://www.gaipagents.com/mcp/agents/art-intelligence"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
1| Parameter | Type | Required | Description |
|---|---|---|---|
| question | string | Yes | What you want to know about the records. |
| synthetic | boolean | No | Optional: true marks a test call. |
| episode_id | string | No | Optional: your own id to group related calls. |
| fetch_sources | boolean | No | Optional, default false: true lets GAIP read up to 5 https source_url pages (robots.txt honoured) and report whether each page shows its claimed creator, contract, token id and date. |
| evidence_items | array | Yes | Records as they appear, each with a source_url (read only when fetch_sources is true). |
| continuity_handle | object | No | Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones. |
| continuity_handle.token | string | Yes | |
| continuity_handle.continuity_id | string | Yes | |
| data_classification | enum | No | PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data.PUBLIC | NON_PERSONAL_PUBLIC |
| independent_operator_id | string | No | Optional: your operator id (recorded as a claim, not verified). |
Details
From the project READMEGAIP
GAIP, the Governed Agentic Intelligence Platform, keeps an independent, dated record of what AI agents, MCP servers and online shops publish, and answers questions about that record with signed receipts. Free, read-only, no key; facts at a stated time, never an assessment.
First call: gaip_check with a url on https://www.gaipagents.com/mcp. This one runs as-is; then use the URL
of the agent, MCP server or API you care about:
curl -s https://www.gaipagents.com/mcp \
-H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"gaip_check","arguments":{"url":"https://mcp.deepwiki.com/mcp"}}}'
Without MCP: GET https://www.gaipagents.com/v1/free/conformance/check?url=<url>.
The map: every question GAIP answers, grouped by who asks, with its tool and HTTP route: https://www.gaipagents.com/v1/free/map. Every completed answer carries a continuity handle; send it back and the answer is bound to your own history with GAIP.
One line to connect
| Where | One line |
|---|---|
| Any MCP client | https://www.gaipagents.com/mcp (streamable HTTP, no sign-in) |
| Claude Code | claude mcp add --transport http gaip https://www.gaipagents.com/mcp, or the plugin (MCP server and skill): /plugin install gaip --marketplace tjcgraham-rgb/gaip-agents |
| Claude Desktop / claude.ai | Customize > Connectors > Add custom connector, URL https://www.gaipagents.com/mcp, no sign-in |
| Agent Skills (Claude Code, Cursor, Codex and others) | npx skills add tjcgraham-rgb/gaip-agents (installs skills/gaip/SKILL.md) |
| Cursor, VS Code | the buttons below, or { "mcpServers": { "gaip": { "url": "https://www.gaipagents.com/mcp" } } } |
| Gemini CLI | gemini extensions install https://github.com/tjcgraham-rgb/gaip-agents |
| OpenAI Agents SDK | HostedMCPTool(tool_config={"type": "mcp", "server_label": "gaip", "server_url": "https://www.gaipagents.com/mcp", "require_approval": "never"}) |
| Vercel AI SDK | await createMCPClient({ transport: { type: 'http', url: 'https://www.gaipagents.com/mcp' } }) (from @ai-sdk/mcp) |
| LangChain | pip install langchain-gaip, then from langchain_gaip import get_tools |
| CrewAI | Agent(..., mcps=["https://www.gaipagents.com/mcp"]) |
| A2A (1.0 and 0.3.0) | agent card https://www.gaipagents.com/.well-known/agent-card.json; plain text works |
| x402 | nothing to set up: GAIP is free and never answers with HTTP 402 (https://www.gaipagents.com/.well-known/x402) |
| Windsurf | ~/.codeium/windsurf/mcp_config.json: { "mcpServers": { "gaip": { "serverUrl": "https://www.gaipagents.com/mcp" } } } |
| Cline | { "mcpServers": { "gaip": { "type": "streamableHttp", "url": "https://www.gaipagents.com/mcp" } } } (see llms-install.md) |
| Everything else, with copy-paste code | https://www.gaipagents.com/docs/quickstart |
In CI: two GitHub Actions
GAIP Watch fails your build when an MCP server or agent your agent depends on changed its tools, schemas, sign-in or prices, with dated receipts (watch/):
- uses: tjcgraham-rgb/gaip-agents/watch@main
with:
urls: https://mcp.example.com/mcp
GAIP Agents check runs gaip_check on your own agent card, MCP server or OpenAPI document on every push:
- uses: tjcgraham-rgb/gaip-agents@v1
with:
agent-url: https://your-agent.example/.well-known/agent-card.json
fail-on-error: "true"
Outputs: verdict (READY, FIXES_NEEDED, UNREACHABLE or NOT_CHECKED), receipt-id, error-count, warning-count.
Providers can show their own dated record with the badge
https://www.gaipagents.com/v1/free/watch/badge.svg?url=<your endpoint>.
In this repository
| Path | What it is |
|---|---|
registry/ | The Official MCP Registry records: gaip-broker.json (GAIP itself) and one record per specialist agent |
listing-kit.json | The sentence, the first call, the map's rows, endpoints and example calls for directories (also served at /v1/free/discovery/listing-kit) |
skills/gaip/SKILL.md | GAIP as an Agent Skill (agentskills.io format; also served at /.well-known/agent-skills/gaip/SKILL.md) |
.claude-plugin/ | Claude Code plugin and marketplace manifests: the skill plus the remote MCP server |
.cursor-plugin/plugin.json, mcp.json | Cursor plugin manifest and its MCP server |
gemini-extension.json, GEMINI.md | Gemini CLI extension: installs GAIP's MCP server and tells the model when to use each tool |
packages/gaip-check/ | Python client: check_agent("https://other-agent.example") |
action.yml, packages/gaip-check-action/ | The check Action (uses: tjcgraham-rgb/gaip-agents@v1) |
watch/ | The GAIP Watch Action |
packages/aipref-signals/ | Dependency-free parser and test vectors for AI-preference signals (IETF AI Preferences Content-Usage, RSL licence links, W3C TDMRep, Content Signals) |
assets/ | GAIP logo (SVG, and a 400×400 PNG) and the specialist icons (SVG) |
llms-install.md | Install steps for AI assistants that set up MCP servers themselves (Cline) |
The registry records, listing kit, packages, Watch Action, skill and Gemini extension are copies of what GAIP's service generates; a check in the service's repository warns when a copy here falls out of step. The service itself runs at www.gaipagents.com.
What an answer means
Every answer states what was observed and when. It is not a certification, endorsement, ranking or universal score, and not legal, financial or insurance advice. Receipts are signed with GAIP's Ed25519 key, published at https://www.gaipagents.com/.well-known/gaip-receipt-keys.json.
- Terms: https://www.gaipagents.com/terms
- Privacy: https://www.gaipagents.com/privacy
- Corrections and opt-out: https://www.gaipagents.com/corrections
- Methodology: https://www.gaipagents.com/methodology
- Security contact: https://www.gaipagents.com/.well-known/security.txt
Licence
MIT (see LICENSE) for everything in this repository.
Comments
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