Skip to main content

Reflection's autonomous runtime — wake, read prior state, do useful work, write back, sleep.

Project description

reflect

Autonomous agent runtime. Wake, read prior state, do useful work, write back, sleep.

Reflect runs on the Claude Agent SDK and is designed to operate continuously in the background — scheduling itself, reading inbox messages, executing work across independent tracks, and persisting state between sessions.

Ships four binaries: reflect (operator CLI), reflect-wake (wake loop runner), reflect-dispatch (cron dispatcher), reflect-manage (MCP server).

Install

uv tool install reflect-mcp
# or
pip install reflect-mcp

Quick start

reflect init my-project
cd my-project

Edit concept.md — it's the first thing the agent reads.

Then install the wake schedule (see Auth paths and Crontab setup below, or read REFLECT_SETUP.md inside the new project for the full walkthrough).

Start a single wake manually for testing:

reflect wake start main

Auth paths

Wakes run as Claude Agent SDK completions. Three credential schemes are supported.

Subscription path (default — personal / dev use)

Routes through a local OAuth proxy that reads ~/.claude/.credentials.json (created by claude login). Bills against your Claude Max subscription.

ToS note: subscription auth is appropriate for personal, hobbyist, or exploratory use. For production, commercial, or customer-facing deployments use the API path.

Start the proxy daemon:

reflect proxy
# persistent: nohup reflect proxy &

Health check: curl http://localhost:9000/health

API path (production / commercial use)

Bills against the Anthropic API directly. No proxy needed.

  1. Get an API key from https://console.anthropic.com.
  2. Save to agent/secrets/anthropic.api_key (mode 600, no trailing newline).

AWS Bedrock path (experimental — v0.4.1)

Routes through AWS Bedrock. Set REFLECT_CREDENTIAL_SCHEME=aws_bedrock in agent/runtime/reflect.env. Optional: REFLECT_AWS_PROFILE, REFLECT_AWS_REGION, REFLECT_MODEL.

reflect.env

All credential config can live in agent/runtime/reflect.env (gitignored by default). Variables there are loaded as defaults — env vars in the crontab line win. Example:

REFLECT_USE_API=1
ANTHROPIC_API_KEY=sk-ant-...
# or for Bedrock:
REFLECT_CREDENTIAL_SCHEME=aws_bedrock
REFLECT_AWS_PROFILE=my-profile

Crontab setup

reflect-dispatch fires once per cron tick and schedules per-track wakes. Install via crontab -e.

Subscription path:

* * * * * cd /path/to/project && reflect-dispatch >> /tmp/reflect-dispatch.log 2>&1

API path:

* * * * * cd /path/to/project && export ANTHROPIC_API_KEY="$(cat agent/secrets/anthropic.api_key)" REFLECT_USE_API=1 && reflect-dispatch >> /tmp/reflect-dispatch.log 2>&1

Bedrock path: set credentials in agent/runtime/reflect.env and use the subscription-path crontab line (reflect.env is loaded at dispatch startup).

Verify the schedule is running: reflect doctor.

Wiring into Claude Code

Add to ~/.claude.json:

{
  "mcpServers": {
    "reflect": {
      "command": "reflect-manage"
    }
  }
}

Restart Claude Code. Eight MCP tools become available:

Tool Primary actions
track list, status, send, logs, interrupt
track_admin create, enable, disable
project list, link, unlink
wake status, history, start, stop
inbox list, peek, timeline
cost usage by track + time range
doctor basic health check
reflect_doctor structured JSON health payload

Project routing: reflect-manage walks up from Claude Code's cwd looking for a directory containing agent/runtime/tracks/. To force a specific project regardless of cwd:

"reflect": {
  "command": "reflect-manage",
  "env": { "REFLECT_PROJECT": "/absolute/path/to/your/project" }
}

CLI reference

# Init + dispatch
reflect init <name> [--path <dir>]
reflect dispatch [--dry-run]
reflect proxy [--host] [--port] [--credentials]

# Track management
reflect track list
reflect track status <name>
reflect track tail <name> [--no-follow]
reflect track logs <name>
reflect track enable <name>
reflect track disable <name>
reflect track create <name> [--template blank|<auditor>] [--cadence-seconds N]
reflect track send <name> <message>
reflect track interrupt <name> <message>
reflect track session <name> [--replay N]

# Project management
reflect project link <path>
reflect project list
reflect project unlink <name>

# Wake control
reflect wake list
reflect wake start <track> [--force]
reflect wake stop <track>
reflect wake history [<track>] [--limit N]

# Events + webhooks
reflect events list [--limit N] [--track] [--type] [--since]
reflect events since <timestamp>
reflect events tail [--track] [--type] [--lines N]
reflect webhooks list
reflect webhooks add <url> [--event-type] [--track]
reflect webhooks remove <id>
reflect webhooks test <id>

# Observability
reflect inbox [<track>] [-i/--interleave] [--pending-only] [--limit N]
reflect doctor
reflect cost [--by-track] [--since]
reflect dashboard
reflect completion [--install] [--shell bash|zsh|fish|powershell]

# Global flags
-o, --output human|json
--no-color / --color

Multi-project model

One reflect-manage instance can serve multiple projects. Each project is a standalone repo; link it from a central orchestrator with:

reflect project link /path/to/project

This creates an agent/projects/<name> symlink in the orchestrator and writes a reverse-pointer marker at <project>/agent/runtime/orchestrators/<hash>.path.

Nested projects (v0.4.2): if the project already lives inside agent/projects/<name> as a real directory (not a symlink), reflect project link writes only the marker — no symlink created. reflect project list shows kind: nested for these rows.

reflect project list          # audits all links; all entries should show status: ok
reflect project unlink <name> # removes symlink + marker
reflect doctor                # validates orchestrator markers

What reflect init creates

<name>/
  concept.md           # what the agent is for — edit this first
  wake.md              # agent constitution (3 bootstrap entries)
  AGENT.md             # project structure + running instructions
  REFLECT_SETUP.md     # one-time operational setup (crontab + auth paths)
  .gitignore
  agent/
    design/            # design docs
    reports/           # wake reports
    inbox/
      .consumed/
    runtime/
      wakes.tsv
      tracks/
        main/          # primary agent track
          wake.md
          inbox/
          followup/
        originator/    # human track — no wake supervisor
          human.flag
          inbox/

REFLECT_SETUP.md inside the new project has the full one-time setup walkthrough with exact crontab lines and auth path details.

Status

v0.4.2. Core runtime (track/wake/inbox/dispatch/MCP) is production-stable.

Experimental features:

  • AWS Bedrock auth (v0.4.1, Phase 1) — credential scheme wired; not battle-tested at scale
  • Nested projects (v0.4.2) — symlink-free linking for nested repo layouts; just shipped
  • Events + webhooks — functional; stability not validated

License

MIT

Project details


Release history Release notifications | RSS feed

Download files

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

Source Distribution

reflect_mcp-0.5.7.tar.gz (527.4 kB view details)

Uploaded Source

Built Distribution

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

reflect_mcp-0.5.7-py3-none-any.whl (582.8 kB view details)

Uploaded Python 3

File details

Details for the file reflect_mcp-0.5.7.tar.gz.

File metadata

  • Download URL: reflect_mcp-0.5.7.tar.gz
  • Upload date:
  • Size: 527.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.11.1 {"installer":{"name":"uv","version":"0.11.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.10","id":"oracular","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for reflect_mcp-0.5.7.tar.gz
Algorithm Hash digest
SHA256 6219d87c6a52bf140559b605e499c24024373c331da6a31c4a9cf481575b2cc6
MD5 77197d3d36d7c8017d3de4f269866379
BLAKE2b-256 18e6369974b2b2af0cd0d5bf47b1305af05446d292572ca2616c92aaa3c51257

See more details on using hashes here.

File details

Details for the file reflect_mcp-0.5.7-py3-none-any.whl.

File metadata

  • Download URL: reflect_mcp-0.5.7-py3-none-any.whl
  • Upload date:
  • Size: 582.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.11.1 {"installer":{"name":"uv","version":"0.11.1","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.10","id":"oracular","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for reflect_mcp-0.5.7-py3-none-any.whl
Algorithm Hash digest
SHA256 7560e19a6c8e77e0840bebeb78adff3f45bb700a039230e8f7799485e78c51db
MD5 0177b3117eb8c21ffd7fa3944dba80bb
BLAKE2b-256 d85c55683d546a0e3d081b44ca8881dd4579124945afc4f300b93a33f3e530fc

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page