robustrep
Robust, transport-agnostic reputation scoring for AI agents.
Feed it any table of (rater, ratee, value, scale, tag, ts, evidence_uri, source) and it returns a
robust score per ratee that resists Sybil raters and evidence-free ratings. Ships with a Base-chain
ERC-8004 adapter and a reproducible report.
Status: v0.1.1 released on PyPI. Design spec and plan live in the parent workspace; a summary is in reports/latest/report.md.
Release notes, including the security fixes in 0.1.1: CHANGELOG.md.
Install
pip install robustrep
Library
import pandas as pd
from robustrep import Config, score
records = pd.DataFrame([...]) # columns: rater, ratee, value, scale, tag, ts, evidence_uri, source
result = score(records, Config())
Base ERC-8004 report
robustrep fetch --db data/base.db # pull events (resumable)
robustrep score --db data/base.db --out scores.csv
robustrep report --db data/base.db --out-dir reports
The default endpoint list is rotated automatically and the eth_getLogs window adapts per
endpoint; --rpc-url (repeatable) replaces the list and --chunk caps the window.
RPC endpoint hostnames appear in the public report and scores.json; do not use an endpoint whose hostname embeds an account id or key.
Rater profiles (first-seen time and funder per rater, for sybil clustering) come from Alchemy when
ALCHEMY_API_KEY is set — its free plan covers Base (2.5 requests/sec; ~13k raters in about 1.5 h).
Blockscout closed its free Base API in 2026-10 and Etherscan's free plan never covered Base, so Alchemy
is now the practical source. Pick one explicitly with
fetch --profile-source {auto,alchemy,blockscout,etherscan,none}; auto prefers an Etherscan key, then
an Alchemy key, then keyless Blockscout.
The Alchemy key is read from the environment only (no flag), redacted from urllib3's debug log and
from robustrep's own log records that echo server text, and never appears in an error message —
Alchemy puts it in the request URL's path, so nothing that quotes a URL is ever raised or logged.
Latest scores: reports/latest/scores.json, also served at
https://iamdongwang.github.io/robustrep/reports/latest/scores.json
Security considerations
Everything robustrep reads is written by untrusted parties: on-chain values, tags, evidence URIs and addresses, plus whatever the RPC/Blockscout endpoints and evidence hosts return.
robustrep fetch makes outbound HTTP from your machine to evidence URIs chosen by the rated party.
Those go through an SSRF guard (scheme/host allowlist, parser cross-check, canonical rebuild, refusal
of private/reserved addresses, manual redirects, a size cap and per-socket-operation timeouts — not a
wall-clock bound). Its one known SSRF bypass, DNS rebinding, is unmitigated in v0.1 — so run fetch
on a host with no privileged reach into an internal network. API keys should come from the
environment (ETHERSCAN_API_KEY), never the source tree; --etherscan-key is an escape hatch that
takes precedence over the environment and is visible to anyone who can run ps.
Full threat model and private reporting instructions: SECURITY.md.
Metadata
Release files for robustrep 0.2.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| robustrep-0.2.1.tar.gz | 307.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| robustrep-0.2.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 469.4 kB
Release files / robustrep-0.2.1.tar.gz
| Download URL | robustrep-0.2.1.tar.gz |
|---|---|
| Size | 307.4 kB |
| Tags | Source |
|
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| Tags | Python 3 |
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| Uploaded via |
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