Skip to main content

Seiche

PyPI Python MCP Registry AGPL-3.0-or-later

Seiche is an open-source money-, foreign-exchange, and capital-market evidence terminal, with its deepest live coverage in US-dollar funding. It joins public and official sources from the Federal Reserve, New York Fed, OFR, US Treasury, CFTC, and other authorities into a source-clocked research surface.

Every output keeps its as-of date, provenance, evidence status, known gaps, and point-in-time eligibility attached. Seiche is a research and evidence tool—not a real-time quote service, execution venue, or investment adviser.

Install and run

Seiche requires Python 3.12 or newer.

python3.12 -m venv .venv
.venv/bin/pip install seiche
.venv/bin/seiche pull
.venv/bin/seiche brief

Start the local REST API and terminal UI with:

.venv/bin/seiche serve

The first pull can be slower while the local cadence-aware cache is populated. Subsequent reads reuse that cache and continue to expose stale or unavailable inputs explicitly instead of silently dropping them.

Use Seiche from an AI agent

Seiche is a Model Context Protocol server. Run it locally over stdio:

SEICHE_MCP_PUBLIC=1 .venv/bin/seiche-mcp

Or connect an MCP-capable client directly to the public Streamable HTTP server:

https://api.seiche.info/mcp

The public trade_safety_risk_context tool returns only the last completed Seiche regime, index, coverage, source-status counts, and conservative clocks. It is metadata-only derived context, never an executable or real-money-eligible claim, and does not inspect the attestation ledger. Stream attestations are verified separately and never confer per-order execution authority.

Fourteen evidence/context tools are anonymous: the current funding-stress read, cache-only Trade Safety context, historical analogs, public backtest, data health, crypto record, institutional flows, oil/funding, FX/materials, US money markets, world markets, connected research (research_network), structured FX and China (market_workbench), and the latest article. Five higher-cost forecast, replay, positioning, prose, and LLM tools require an account and are omitted from anonymous tools/list responses.

Authenticated hosted MCP adds five private Agent Room preview tools for identity-to-key binding, room creation, signed append, verified listing, and full-chain verification. The same protected operations have REST twins under /api/agent-room/. They are discussion and evidence primitives only: every record is non-executable, x402 cannot unlock them, and local stdio has no bearer principal with which to expose them. See docs/AGENT-ROOM.md.

The canonical registry ownership marker is:

mcp-name: io.github.beepboop2025/seiche

See the MCP integration guide for Claude, Codex, Cursor, VS Code, and raw JSON-RPC examples.

Data and licensing boundary

The source code is licensed under AGPL-3.0-or-later. Upstream data keeps its own terms: Seiche's software license does not grant redistribution rights over data from third parties. Public outputs distinguish redistributable observations, bounded derived context, metadata-only sources, restricted inputs, and declared gaps. Review the source citation and rights fields before republishing data.

For research citation, use the repository's CITATION.cff; for defects or data questions, open a GitHub issue.

Release files for seiche 0.13.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for seiche 0.13.4
File Size Uploaded
seiche-0.13.4.tar.gz 1.2 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for seiche 0.13.4
File Interpreter ABI Platform
seiche-0.13.4-py3-none-any.whl Python 3 none any Details

Total release size: 2.5 MB

Release files / seiche-0.13.4.tar.gz

Download URL seiche-0.13.4.tar.gz
Size 1.2 MB
Tags Source
SHA-256 checksum
How to use checksums
f53189186ab3bc816f8a290d5bd7eebae041a4039e656b8b916810e0ad6ac5f0
BLAKE2b-256 checksum
How to use checksums
01b83294c2f04e49e2461460b416187e2d6aefd8956bf8870f7e7dd6b9af8713
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.

Transparency log

Release files / seiche-0.13.4-py3-none-any.whl

Download URL seiche-0.13.4-py3-none-any.whl
Size 1.3 MB
Tags Python 3
SHA-256 checksum
How to use checksums
cadd99eaf8712002c490c11a8e3919e0f519d7fa820529fc8533cb595a368bbe
BLAKE2b-256 checksum
How to use checksums
eb17f038fc97f51b9e69877c226dccfddfd2679948c74f6830e9c0f7c98dd7b6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.

Transparency log

Release history Release notifications | RSS feed

0.13.6

2 release files

0.13.5

2 release files

This release

0.13.4 This release

2 release files

0.13.3

2 release files

0.13.2

2 release files

0.13.1

2 release files

0.11.1

2 release files

0.11.0

2 release files

0.10.1

2 release files

0.10.0

2 release files

0.9.1

2 release files

0.7.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page