IPRATE Free Public MCP
MCP serverDatabases & dataThis integration lets your AI pull free, anonymous selections from released European IP profiles, rankings, and market statistics. Once added, your AI can answer questions about European IP activity using this data. Access is anonymous and free.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding it, ask your AI to look up a European IP profile, ranking, or market statistic and it will fetch the data for you.
Then ask your AI: use IPRATE Free Public MCP to find ip representatives
What your AI can do with it
- Look up released European IP profiles
- Retrieve European IP rankings
- Pull European IP market statistics
- Query the data anonymously
- Get data selections at no cost
From the project's README
As published by mkiskis/iprate-free-mcp in README.md.
Open-source adapter for IPRATE's four-tool, anonymous, read-only MCP endpoint:
https://mcp.iprate.eu/mcp
The adapter exposes bounded selections from one completed IPRATE static release:
find_ip_representativesget_ip_representative_profileget_ip_market_snapshotget_iprate_coverage
It has no database, ORM, SQL, database credential, application-API fallback, or private
IPRATE package dependency. Ratings and statistics are copied from released JSON assets;
they are never recomputed by the MCP service. Anonymous calls are rate limited in memory
(HTTP 429 with Retry-After; results are never silently truncated), and GET /healthz
reports whether one internally consistent release is servable.
Static input
Set IPRATE_MCP_ASSET_ROOT to a completed /data/v1-shaped release directory containing
manifest.json, the released cohort and global assets, and mcp/v0.1/catalog.json. Set
IPRATE_MCP_ASSET_BASE_URL to the public URL used in source citations.
The catalogue is derived only from static profile assets:
iprate-free-mcp-build-catalog /path/to/data/v1
The builder fails if required indexes are missing, checksums differ, profile counts do not match the release manifest, or a profile asset is unreadable. It never imports or connects to IPRATE's database, API, models, or pipeline.
Release snapshots
In production the adapter never reads the live, mutating export tree. A refresher
(iprate-free-mcp-refresh-release) watches the live manifest.json and, when a new
release_id appears, copies every manifest-declared asset into an immutable per-release
snapshot (checksum-verified against the manifest), builds the catalogue inside that
snapshot, and atomically repoints a current symlink. The server keeps serving the
previous complete release until the next one is activated; a release that changes while
it is being snapshotted is abandoned and retried on the next pass. Snapshots contain no
entity profile files — profile data enters only through the derived catalogue — and the
catalogue is never written into the publicly served tree.
Development
python -m venv .venv
.venv/bin/pip install -e ".[dev]"
.venv/bin/pytest
.venv/bin/ruff check .
Run the adapter against a compatible static release:
export IPRATE_MCP_ASSET_ROOT=/path/to/data/v1
export IPRATE_MCP_ASSET_BASE_URL=https://iprate.eu/data/v1
iprate-free-mcp
The local endpoint is http://127.0.0.1:8000/mcp; liveness is GET /healthz.
Production containers
compose.yaml runs two hardened services built from the same image:
mcp— the server, unprivileged and read-only, mounting only the snapshot directory (read-only) and servingIPRATE_MCP_ASSET_ROOT=/data/current. It joins the existingruntime_defaultnetwork for Cloudflare Tunnel routing and publishes no host port.refresher— the snapshot builder, withnetwork_mode: none, mounting the live export tree read-only and the snapshot directory read-write.
docker compose up -d --build
Environment overrides: IPRATE_STATIC_ROOT (live export tree),
IPRATE_MCP_RELEASES_ROOT (snapshot directory), IPRATE_MCP_REFRESH_UID/GID
(owner of the snapshot directory), IPRATE_MCP_RATE_LIMIT_PER_MINUTE (default 120),
IPRATE_MCP_STALE_AFTER_DAYS (default 21). Neither service receives a database or
application secret.
Documentation: https://iprate.eu/developers/mcp/
Licence
Adapter code is Apache-2.0. IPRATE data and website content have separate terms and licences; this code licence does not grant rights to them or to IPRATE trademarks.
Tools it offers (4)
What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
find_ip_representativesget_ip_representative_profileget_ip_market_snapshotget_iprate_coverage
Signals
- Last commit
- Aug 2026
Advanced
- Delivery
- ip-analytics MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
eu-iprate-ip-analytics- Source
- github.com/mkiskis/iprate-free-mcp
- Hosted endpoint
https://mcp.iprate.eu/mcp