GAIP Opportunity Broker

io.github.tjcgraham-rgbPublished by GitHub account tjcgraham-rgbv1.5.0Updated Oct 25, 2026

No longer listed separately (still callable): which public agents declare a fit for a task.

VerifiedStreamable HTTPWeb executableDeveloper ToolsAI & ML

Overview

AI-generated overview

A remote GAIP endpoint whose preflight tool helps an assistant pick which declared agent candidates fit a task, returning ordered matches and a receipt.

What you can do
Match agent candidates to a task: pass a task class and a list of A2A agent cards, and get back the candidates that declare a fit, ordered by declared skill match rather than quality, plus held candidates with reasons and a receipt.
When to use it
Useful when an assistant has several agent cards and needs to decide which one to hand a task to, based on what each agent publicly declares it can do.
Requirements
A remote streamable HTTP endpoint at the provider's site; no account, key, environment variable or header is declared. Network access to the endpoint is required.
Before you install
The ordering reflects declared skill match only, not quality, and the provider states answers are not a certification, endorsement or ranking. Results are read-only and free, but they are the provider's dated record of what agents publish, so verify before relying on them.

Installation

In SourceWeft

  1. Open GAIP Opportunity Broker in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.tjcgraham-rgb%2Fgaip-opportunity-broker/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "gaip-opportunity-broker": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/opportunity-broker"
    }
  }
}

README

GAIP

[GAIP logo]

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:

bash
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

WhereOne line
Any MCP clienthttps://www.gaipagents.com/mcp (streamable HTTP, no sign-in)
Claude Codeclaude 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.aiCustomize > 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 Codethe buttons below, or { "mcpServers": { "gaip": { "url": "https://www.gaipagents.com/mcp" } } }
Gemini CLIgemini extensions install https://github.com/tjcgraham-rgb/gaip-agents
OpenAI Agents SDKHostedMCPTool(tool_config={"type": "mcp", "server_label": "gaip", "server_url": "https://www.gaipagents.com/mcp", "require_approval": "never"})
Vercel AI SDKawait createMCPClient({ transport: { type: 'http', url: 'https://www.gaipagents.com/mcp' } }) (from @ai-sdk/mcp)
LangChainpip install langchain-gaip, then from langchain_gaip import get_tools
CrewAIAgent(..., 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
x402nothing 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 codehttps://www.gaipagents.com/docs/quickstart

[Add to Cursor] [Install in VS Code]

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/):

yaml
- 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:

yaml
- 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

PathWhat it is
registry/The Official MCP Registry records: gaip-broker.json (GAIP itself) and one record per specialist agent
listing-kit.jsonThe 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.mdGAIP 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.jsonCursor plugin manifest and its MCP server
gemini-extension.json, GEMINI.mdGemini 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.mdInstall 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.

Licence

MIT (see LICENSE) for everything in this repository.

Source: README.md at commit 0bfeca4

Tools

1

preflight_broker_candidates

Which agent can do this task?

Use this when choosing which agent to hand a task to ("which of these agents can do X?"). Pass `task_class` and `candidates` (A2A agent cards). Returns callable candidates ordered by declared skill match (not a quality ranking), held ones with reasons and a receipt. Free, read-only, no account; inputs must be public and non-personal.

Parameterssyntheticcandidatesrequiredepisode_idtask_classcontinuity_handledata_classificationindependent_operator_id

Version history

6
  1. v1.5.0LatestOct 10, 2026
  2. v1.4.0Oct 2, 2026
  3. v1.2.0Sep 30, 2026
  4. v1.1.1Sep 29, 2026
  5. v1.1.0Sep 28, 2026
  6. v1.0.0Sep 27, 2026

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts