# Agent Intelligence Platform

> Rank tenders and projects; compare markets and official evidence for 0.01 USDC x402.

- name: io.github.Sunbrunch/agent-intelligence-platform
- version: 0.3.2
- connection class: unknown (unknown)
- trust: 50/100 flags: no-repository, unreachable
- quality: 68/100 (needs work)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.Sunbrunch%2Fagent-intelligence-platform
- tools: https://api.protogrid.dev/v1/servers/io.github.Sunbrunch%2Fagent-intelligence-platform/tools

**Not classified yet.** The remote endpoints have not been probed successfully, or the listing has nothing to connect to.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "agent-intelligence-platform": {
      "type": "http",
      "url": "https://agent-intelligence-platform.fhochard.workers.dev/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 0
- freshness: 100
- provenance: 45
- drivers: +website -unreachable(5 failures) +updated-23d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 68/100 (needs work)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: search_intelligence (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); describe_intelligence (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_intelligence (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 312 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 50 (weight 15)

- pass `stability.changes`: 4 tool changes in 30 days
- fail `stability.rug_pull`: 4 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 4, about 312 tokens to load them all
- tool set hash: cd606e2005cd04c2ac93b314f523d59b
- tools last changed: 2026-09-27T20:41:55.334Z
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.Sunbrunch/agent-intelligence-platform.svg)](https://protogrid.dev/servers/io.github.Sunbrunch/agent-intelligence-platform)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-09-27 `describe_intelligence` changed (description) **meaning changed**
  - before: Get a shelf's machine-readable operations, source, payment and registry status.
  - after: Get a capability's job, work avoided, input/output schema, example, source, freshness and 0.01 USDC x402 price.
- 2026-09-27 `search_intelligence` changed (description) **meaning changed**
  - before: Find AIP intelligence shelves matching a need; distinguishes live supply from demand tests.
  - after: Find paid, source-backed AIP answers for an agent's job, such as ranking tenders, comparing property markets or combining fish, river and weather evidence. Distinguishes live supply from demand tests.
- 2026-09-27 `query_intelligence` changed (description) **meaning changed**
  - before: Probe a shelf without spending. Return a zero-result answer or x402 payment instructions for matching paid intelligence.
  - after: Probe a selected shelf without signing or spending. A match returns the GET URL and 0.01 USDC x402 payment details; buy through that HTTP URL with an independently authorized x402 client. An unavailable answer is free.
- 2026-09-26 `query_intelligence` changed (description) **meaning changed**
  - before: Call a shelf's free GET endpoint. Paid shelves return payment instructions; this tool never signs or spends.
  - after: Probe a shelf without spending. Return a zero-result answer or x402 payment instructions for matching paid intelligence.

Full history: https://api.protogrid.dev/v1/servers/io.github.Sunbrunch%2Fagent-intelligence-platform/changes

## Remotes

- https://agent-intelligence-platform.fhochard.workers.dev/mcp (streamable-http, auth none, reachable false, uptime30d 0.90625)

## Packages

_none_

## Tools (4)

- `describe_intelligence`: Get a capability's job, work avoided, input/output schema, example, source, freshness and 0.01 USDC x402 price.
- `list_intelligence`: List all AIP shelves with access and publication status.
- `query_intelligence`: Probe a selected shelf without signing or spending. A match returns the GET URL and 0.01 USDC x402 payment details; buy through that HTTP URL with an independently authorized x402 client. An unavailable answer is free.
- `search_intelligence`: Find paid, source-backed AIP answers for an agent's job, such as ranking tenders, comparing property markets or combining fish, river and weather evidence. Distinguishes live supply from demand tests.