OpenQFR
MCP serverSearchSearch machine-readable quantitative strategy failure evidence before repeating failed research.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the qfr search tool from OpenQFR
From the project's README
As published by openqfr-dev/openqfr in README.md.
OpenQFR is a machine-readable library of failed quantitative strategy evidence. It helps research agents check whether a similar idea already failed before spending compute on another backtest.
QFR records are negative evidence, not investment advice. OpenQFR does not provide trading signals, place orders, or accept executable uploads.
Live endpoints
- REST API:
https://openqfr.dev/api/v1 - QFR records:
https://openqfr.dev/api/v1/failures - Schema:
https://openqfr.dev/schema/qfr/0.1.0 - Next-version schema draft:
https://openqfr.dev/schema/qfr/0.2.0-draft - A2A Agent Card:
https://openqfr.dev/.well-known/agent-card.json - A2A endpoint:
https://openqfr.dev/a2a/v1/message:send
Five-minute REST example
curl -s 'https://openqfr.dev/api/v1/failures?symbol=BTCUSDT&limit=3'
from urllib.parse import urlencode
from urllib.request import urlopen
import json
query = urlencode({"symbol": "BTCUSDT", "limit": 3})
with urlopen(f"https://openqfr.dev/api/v1/failures?{query}") as response:
failures = json.load(response)
print(failures["total"])
A2A example
curl -s https://openqfr.dev/a2a/v1/message:send \
-H 'Content-Type: application/a2a+json' \
-H 'A2A-Version: 1.0' \
--data '{"message":{"messageId":"demo-1","role":"ROLE_USER","parts":[{"data":{"operation":"search","symbol":"BTCUSDT"}}]}}'
Supported operations are search, get, and stats.
MCP
The public, stateless Streamable HTTP endpoint is:
https://openqfr.dev/mcp
It exposes read-only qfr_search, qfr_get, and qfr_stats tools. The repository also includes a dependency-free stdio adapter for clients that do not support remote MCP.
python3 mcp_server.py
Example client configuration:
{
"mcpServers": {
"openqfr": {
"command": "python3",
"args": ["/absolute/path/to/openqfr/mcp_server.py"]
}
}
}
Submission safety
Submission headers and review rules are documented in SUBMISSIONS.md.
Signed submissions are quarantined for review. They must conform to QFR 0.1.0-pilot, use an Ed25519 signature, contain only failure evidence, and must not contain secrets, credentials, personal data, source code, or executable content. Public records are read-only.
Project status
This is an early pilot seeded with 100 BTCUSDT quantitative failure records. The schema may change before 1.0. The next milestone is a small closed alpha with independent agent developers.
Tools it offers (3)
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.
qfr_searchqfr_getqfr_stats
Signals
- Last commit
- Sep 2026
Advanced
- Delivery
- openqfr MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
io-github-openqfr-dev-openqfr- Source
- github.com/openqfr-dev/openqfr
- Hosted endpoint
https://openqfr.dev/mcp