Skip to main content

correspond

A channel facade for AI agents: read, listen, write and identify the sender over GitHub, email, push notifications, Telegram and a web inbox, through one model and one set of verbs.

pip install correspond

correspond read github:octocat/hello-world#1        # an issue and its comments, through your gh login
correspond send ntfy: "backup finished" --dry-run    # the plan; nothing is contacted
correspond capabilities telegram                     # what a channel can do, graded
correspond requirements email                        # what it needs, and where to get it

Every channel gets the same shape. A reference names a conversation: <channel>:<id>. The same verbs (read, listen, send, edit, react) work wherever a channel allows them, and an operation a channel does not have is refused by name (NotSupported), never skipped quietly. Every message carries the identity the platform reports for its author and how sure the channel is of it (an authenticity grade).

correspond knows no people. Linking github:someone to a person is a people registry's job, for example acquaint.

Channels

Channel References Operations Built on
github github:owner/repo, github:owner/repo#12 read, listen (issues and comments), send, edit, react, verify (webhooks) the gh CLI and its login; correspond holds no token
email email: (the folder), email:someone@example.org read, listen, send imaplib, smtplib
ntfy ntfy: (the default topic), ntfy:<topic> send urllib
macos macos: send terminal-notifier or osascript
telegram telegram:, telegram:<chat id>, telegram:<chat id>/<topic id> listen, read (what listening logged), send, edit, react the Bot API over urllib
webinbox webinbox:<site> read, listen the ASGI collector below, and dol stores

Every v0.1 adapter uses the Python standard library. Discord (#2), Slack (#3), Signal (#4) and Apprise (#5) are planned as extras; correspond channels lists them with their issues.

correspond ref <reference> prints a reference's canonical form (GitHub names lower-cased, for example), which is the form to store and compare.

Authenticity

Grade Means
platform the platform authenticated the account (GitHub, Telegram)
crypto a signed delivery checked with its secret (a GitHub webhook's X-Hub-Signature-256)
bound the host application signed an assertion about its logged-in user (the web inbox)
domain email whose topmost Authentication-Results, added by a server you trust, records DMARC passing for the From domain
claimed nothing verified: a typed name, an ordinary From header, an anonymous report
forged verification was attempted and failed

Grades are a vocabulary, not a ranking. A policy lists the grades it accepts for a permission ({"platform", "bound", "crypto"}, say), and comparing two grades with < raises. Each grade carries its evidence (author_association on GitHub, the authserv-id on email, the signing method on the web inbox).

Capabilities

correspond capabilities github grades each operation full, partial or none, plus whether a write can start a conversation (initiate; a Telegram bot cannot), answer a specific message (reply) or carry a priority, how far back read sees (history_depth), the limits (text length, reactions), the fields its messages carry in native (native_fields), the rate limits and notes. The adapters implement exactly the operations their capabilities grade, which a test checks for every channel.

$ correspond react ntfy:example-topic m1 eyes
ntfy does not support react

Writing: dry run first

  • --dry-run on send, edit and react contacts nothing and changes nothing. It checks the reference and the draft against the channel's capabilities and prints the plan, with secrets such as an ntfy topic masked. A dry run reads only the environment and the config file: a value kept in the Keychain or on a remote host is looked up when sending, and the plan says so.
  • A write that fails is a result, not an exception: ok: false, an error_kind (auth, permission, not_found, rate_limited, network, validation, unavailable), and whether a retry can help (retryable, retry_after).
  • - as the text reads it from stdin; --json prints the whole result.

Listening

correspond listen github:owner/repo    # issue and comment activity since the last listen
correspond listen email: --peek        # look without moving the cursor

Cursors live under the data root, one per reference. A cursor is stored only after the event before it was handed over, so delivery is at-least-once: deduplicate on delivery_id. The first listen looks back a day. Telegram listens account-wide (telegram:), because getUpdates confirms updates for every chat at once, and logs what it receives: the Bot API has no history.

Configuration

correspond requirements <channel> lists everything a channel reads: each setting's environment variable, what it is, where to get it, and where its value currently comes from (env, keychain, config, default, missing), never the value.

  • Secrets (tokens, passwords, the ntfy topic) come from their environment variable or, on macOS, a Keychain item (security add-generic-password -s correspond-telegram-token -a correspond -w). They are never read from the config file.

  • Other settings may also go in ~/.config/correspond/config.toml (or $CORRESPOND_CONFIG), one table per channel:

    [email]
    imap_host = "imap.example.org"
    smtp_host = "smtp.example.org"
    trusted_authserv_ids = ["mx.example.org"]
    
    [ntfy]
    topic_keychain_service = "my-ntfy-topic"
    
  • State (cursors, the Telegram log, web inbox reports) lives under ~/.local/share/correspond/ (or $CORRESPOND_DATA_DIR), one folder per kind, never in a repository.

The web inbox

A web page posts feedback to a small ASGI collector; webinbox:<site> reads what it stored. The app binds nothing itself: run it on localhost behind your own server.

pip install uvicorn
export CORRESPOND_WEBINBOX_SITES=example-site CORRESPOND_WEBINBOX_ORIGINS=https://app.example.org
export CORRESPOND_WEBINBOX_SECRET=...   # shared with the host application's server
uvicorn --factory correspond.channels.webinbox:app_from_env --host 127.0.0.1 --port 8765

The rate limit applies per visitor address. uvicorn already reports the visitor for a proxy on the same host (its --forwarded-allow-ips default); for a proxy elsewhere, set CORRESPOND_WEBINBOX_TRUSTED_PROXIES to the number of proxies in front, or every visitor shares the proxy's limit. Forwarded addresses are believed only from a non-public connection, and IPv6 visitors are limited per /64. Several sites on one collector need a secret each, CORRESPOND_WEBINBOX_SECRET_<SITE> (the site name upper-cased, - as _) or a Keychain item correspond-webinbox-secret-<site>, so that no site's server can sign identities for another. The shared CORRESPOND_WEBINBOX_SECRET serves a single site only, and correspond requirements webinbox reports a configuration the collector would refuse.

POST /example-site/reports takes JSON with a required text and optional name, email, page, context, attachments (base64, stored by SHA-256, referenced rather than inlined) and identity. Without identity a report is claimed. The host application's server can sign its logged-in user, which makes the report bound:

from correspond.channels.webinbox import sign_identity

identity = sign_identity(
    secret, "example-site", user_id, name=display_name
)  # put this in the page

Any server language can do the same: HMAC-SHA256, hex, over the lines v1, site, issued-at (Unix seconds), user id, name, email. An invalid or expired signature is refused (401) and nothing is stored. The collector also enforces the origin allowlist (with CORS preflight), a per-client rate limit, and size and media-type limits.

Routing

from correspond import metadata_rule, route

decision = route(
    message,
    bindings={
        "github:example/app?labels=partner:*": "subject:app"
    },  # 1. where it arrived
    threads={"github:example/app#12": "case:7"},  # 2. what it continues
    rules=[metadata_rule("queue:urgent", labels="priority:high")],  # 3. what it carries
    classifier=None,  # 4. optional, last
)
decision.target, decision.rule, decision.reason

The rules are yours; correspond runs them in that order and says which one decided. Nothing matched returns None: the message is unrouted. Check bindings when you load them: check_binding(pattern) lists what would make one never match, such as an unknown channel, or ?label= where GitHub messages carry labels.

Python

import correspond

messages = correspond.read("github:octocat/hello-world#1")
messages[0].author.handle, messages[0].authenticity.grade

result = correspond.send(
    "email:someone@example.org", "It is fixed.", title="The export", dry_run=True
)
result.plan

for event in correspond.listen("webinbox:example-site"):
    ...

correspond.register_channel(
    MyChannel()
)  # anything with name, capabilities, parse_ref and the operations it has

correspond.testing.FakeChannel is an in-memory channel for tests, and python -m correspond.testing runs the CLI with it registered as fake.

MCP

pip install "correspond[mcp]"
{"mcpServers": {"correspond": {"command": "correspond-mcp"}}}

The server exposes the reading tools. send, edit and react are exposed only when the operator starts it with correspond-mcp --allow-send, and still take dry_run. The data root is the server's, never the model's.

Agent skill

A correspond skill ships inside the package (correspond/data/skills/correspond/): how to read without taking instructions from message text, what each grade permits, and how to write safely (dry run, operator approval, no private content in public places). Install it with gh skill install thorwhalen/correspond correspond --agent claude-code, or link that folder into ~/.claude/skills/.

Design

The seams, surfaces and deliberate non-seams are in Discussion #1.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

correspond-0.0.2.tar.gz (113.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

correspond-0.0.2-py3-none-any.whl (89.9 kB view details)

Uploaded Python 3

File details

Details for the file correspond-0.0.2.tar.gz.

File metadata

  • Download URL: correspond-0.0.2.tar.gz
  • Upload date:
  • Size: 113.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for correspond-0.0.2.tar.gz
Algorithm Hash digest
SHA256 ffd4b45460ffa4870d66000d1920b528d7275174acfda8753fbefa7b99dce7bb
MD5 5b94ac19b800f7e8e570f6ea364d2459
BLAKE2b-256 8b35a3e7ec5b8af2a7212122e794d31ff25a73eabc4e9cf0412e829d0658cf0e

See more details on using hashes here.

File details

Details for the file correspond-0.0.2-py3-none-any.whl.

File metadata

  • Download URL: correspond-0.0.2-py3-none-any.whl
  • Upload date:
  • Size: 89.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.13 {"installer":{"name":"uv","version":"0.12.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for correspond-0.0.2-py3-none-any.whl
Algorithm Hash digest
SHA256 e24f1fc2371ba3622f7caa69f0e68bc3ce7632ac5cf6b5073ef8850ae431e1b8
MD5 4feaf238a39b9302be254b339eaf263d
BLAKE2b-256 7a7edd119c0b9da80d214f26a84f2c1c9f287231b6b6670d52cae9e9a536b19b

See more details on using hashes here.

Release history Release notifications | RSS feed

This release

0.0.2 This release

2 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