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mcp-perception

R0· no sign-in

Geospatial AI MCP server — satellite imagery, embeddings, weather, GNS governance

v0.3.3 · active · repository · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality79good
Trust82of 100
Uptime, 30 days100%
Latency p50229 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "mcp-perception": {
      "type": "http",
      "url": "https://packagesmcp-perception-production.up.railway.app/mcp"
    }
  }
}
claude mcp add --transport http mcp-perception https://packagesmcp-perception-production.up.railway.app/mcp
[mcp_servers.mcp-perception]
url = "https://packagesmcp-perception-production.up.railway.app/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "mcp-perception": {
      "type": "remote",
      "url": "https://packagesmcp-perception-production.up.railway.app/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "mcp-perception": {
      "type": "http",
      "url": "https://packagesmcp-perception-production.up.railway.app/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=mcp-perception&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcGFja2FnZXNtY3AtcGVyY2VwdGlvbi1wcm9kdWN0aW9uLnVwLnJhaWx3YXkuYXBwL21jcCJ9"
}
{
  "servers": {
    "mcp-perception": {
      "type": "http",
      "url": "https://packagesmcp-perception-production.up.railway.app/mcp"
    }
  }
}
{
  "mcpServers": {
    "mcp-perception": {
      "httpUrl": "https://packagesmcp-perception-production.up.railway.app/mcp"
    }
  }
}
extensions:
  "mcp-perception":
    enabled: true
    name: "mcp-perception"
    type: streamable_http
    uri: "https://packagesmcp-perception-production.up.railway.app/mcp"
    timeout: 300

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: gns_get_compliance_report (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); perception_fetch_tile (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); perception_classify (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 1,129 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

8 tools, about 1,129 tokens to load them all · tool set b890bad861fe · checked 2026-10-20 10:35 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 82 / 100

provenance75
liveness100
freshness45
hygiene100

+repository +dns-namespace +reachable +uptime-100% -stale-192d

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://packagesmcp-perception-production.up.railway.app/mcp streamable-httpnoneyes100%229 ms2025-11-252026-10-20

Tools (8)

gns_get_compliance_reportReturns a full EU AI Act compliance report for a GNS agent, including trust score, chain verification, Merkle epoch proofs, delegation certificate, and regulatory status.
gns_get_trust_scoreGet the current TierGate trust tier and score for an agent. Tiers: provisioned (0%) → observed (25%) → trusted (60%) → certified (85%) → sovereign (99%). Omit agent_pk to query the server's own agent.
gns_roll_epochRoll all pending breadcrumbs into a new sealed epoch with a Merkle root. Returns { epoch_index, merkle_root, block_count, epoch_hash }. Call this at the end of a session to produce a tamper-evident compliance snapshot.
gns_verify_chainVerify the cryptographic integrity of an agent's breadcrumb chain. Returns { is_valid, block_count, issues[] } plus epoch Merkle roots. A valid chain proves no audit records have been tampered with.
perception_classifyRun Prithvi-EO-2.0-300M-TL-Sen1Floods11 flood classification on a Sentinel-2 tile previously fetched by perception_fetch_tile. Sends the 6-band chip to a RunPod endpoint and returns: dominant_class, flood_pixel_pct, confidence, class_counts, and the full perception_chain. The perception chain is written to Spatial Memory and a signed audit breadcrumb is dropped to the agent trail.
perception_embed[Sub-phase 4.2 — NOT YET IMPLEMENTED] Will generate Clay v1.5 embeddings.
perception_fetch_tileFetch the least-cloudy Sentinel-2 L2A tile covering a given H3 cell from Microsoft Planetary Computer. Returns signed COG band URLs for all 6 Prithvi/Clay spectral bands (B02 Blue, B03 Green, B04 Red, B8A NIR, B11 SWIR1, B12 SWIR2), plus tile metadata. The tile is cached in memory for subsequent perception_classify or perception_embed calls.
perception_weatherQuery atmospheric conditions for an H3 cell at a given timestamp from Open-Meteo ERA5. Returns wind, precipitation, temperature. Writes to Spatial Memory and drops a signed audit breadcrumb.

Schemas: list_tools.

Also listed as

1 other active names share this repository: com.geiant/mcp-agentcore

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Official server.json
{
  "name": "com.geiant/mcp-perception",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://packagesmcp-perception-production.up.railway.app/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "0.3.3",
  "repository": {
    "url": "https://github.com/GNS-Foundation/geiant",
    "source": "github",
    "subfolder": "packages/mcp-perception"
  },
  "description": "Geospatial AI MCP server — satellite imagery, embeddings, weather, GNS governance"
}