AMCP
An out-of-the-box coding-agent runtime for your terminal, IDE, server, and Telegram.
AMCP is built for developers who want a useful agent immediately, not a framework they must assemble first. It ships with file editing, shell execution, web access, memory, skills, subagents, MCP/ACP integration, hooks, remote server mode, Telegram control, and scheduled automation as first-class capabilities.
Use it as a local coding assistant, an IDE agent, a long-running remote worker, or the runtime behind your own agent workflows.
Why AMCP
- Ready on the first run: read/search/edit files, apply patches, run commands, browse the web, keep todos, and remember project context without installing a pile of plugins.
- One runtime, many surfaces: use the same sessions from the CLI, ACP-compatible IDEs such as Zed, an HTTP/WebSocket server, Telegram, or cron/systemd/Kubernetes jobs.
- Autonomous but inspectable: persistent sessions, request-scoped tool limits, context compaction, progress events, and cancellation support make long-running work easier to trust.
- Extensible when you need it: add MCP servers, skills, slash commands, hooks, and custom agent specs without giving up the built-in experience.
30-second start
# Configure your model provider interactively
uvx amcp-agent init
# Start the coding agent in the current project
uvx amcp-agent
# Or run a single task
uvx amcp-agent --once "summarize this repository and suggest the next test to run"
What you get
| Area | Built-in capabilities |
|---|---|
| Coding loop | read_file, grep, apply_patch, write_file, bash, think, todo, task |
| Research | Web search/fetch tools plus MCP server integration over stdio or HTTP/SSE |
| Agent orchestration | Primary/subagent architecture with coder, explorer, planner, and focused_coder types |
| Context & memory | Persistent sessions, AGENTS.md rules, smart compaction, progressive tool/skill loading, MEMORY.md/HISTORY.md |
| Interfaces | CLI, ACP for IDEs, FastAPI HTTP/WebSocket server, Telegram bot |
| Customization | TOML config, YAML agent specs, slash commands, reusable skills, hooks, event bus |
| Model support | OpenAI Chat Completions, OpenAI Responses API, Anthropic Claude, and OpenAI-compatible endpoints |
Installation
Quick Run with uvx (no install needed)
# Initialize config first (model and runtime settings)
uvx amcp-agent init
# Run the agent
uvx amcp-agent
# Run as ACP server (for IDE integration)
uvx amcp-agent acp serve
From PyPI
pip install amcp-agent
# With Anthropic Claude support
pip install amcp-agent[anthropic]
# With Telegram bot support
pip install amcp-agent[telegram]
From Source (development)
git clone https://github.com/tao12345666333/amcp.git
cd amcp
# using uv (recommended)
uv venv && source .venv/bin/activate
uv pip install -e ".[dev]"
# or with pip
python -m venv .venv && source .venv/bin/activate
pip install -e ".[dev]"
Usage
# Initialize config
amcp init # interactive wizard
amcp init --quick # default config without prompts
# Agent chat (default command)
amcp # interactive mode with conversation history
amcp --once "create a hello.py file" # single message
amcp -t explorer --once "find all TODOs" # use built-in agent type
amcp --agent path/to/agent.yaml # use custom agent spec
amcp --session my-session # use specific session ID
amcp --clear # clear conversation history
amcp --list # list available agent specifications
amcp --list-types # list built-in agent types
amcp --list-sessions # list saved sessions
# MCP server management
amcp mcp tools --server exa
amcp mcp call --server exa --tool web_search_exa --args '{"query":"rust async"}'
# ACP (IDE integration)
amcp acp serve # start ACP agent server (stdio)
amcp acp info # show ACP configuration info
# HTTP/WebSocket server
amcp serve # start on localhost:4096
amcp serve --port 8080 --host 0.0.0.0 # custom host/port
amcp serve --telegram # start Telegram bot alongside
amcp attach http://localhost:4096 # connect to a running server
# Telegram bot
amcp telegram start # start polling
amcp telegram status # show config status
amcp telegram setup # interactive setup
Built-in Tools
| Tool | Description |
|---|---|
| read_file | Read text files with slice mode (line ranges) or indentation mode (anchor-based context) |
| grep | Search for patterns in files using ripgrep |
| bash | Execute shell commands from the request working directory; large output is truncated |
| think | Internal reasoning and planning |
| todo | Manage a todo list to track tasks during complex operations |
| apply_patch | Apply diff-based patches to files (see docs/apply-patch.md) |
| write_file | Write content to files (for creating new small files) |
| task | Spawn sub-agents for parallel task execution |
| web_search | Search the web for information |
| web_fetch | Fetch and extract content from web pages |
| memory | Store and retrieve persistent cross-session memories |
Multi-Agent System
AMCP supports a Primary/Subagent architecture with built-in agent types:
| Agent Type | Mode | Description |
|---|---|---|
| coder | Primary | Full-capability coding agent with write access |
| explorer | Subagent | Read-only fast codebase exploration |
| planner | Subagent | Read-only planning and analysis |
| focused_coder | Subagent | Focused implementation of specific changes |
Primary agents can delegate to subagents for complex tasks. Use -t <type> to select an agent type.
Skills System
Skills are reusable knowledge or behavior definitions (markdown with YAML frontmatter) that inject specialized capabilities into the agent's system prompt. See docs/skills-and-commands.md for full documentation.
Built-in skills:
skill-creator- Generate new skills interactivelysession-cleanup- Clean up old session filesheartbeat- Periodic health check and status reportingnetworked-research- Multi-source web research with synthesistelegram-sender- Send messages via Telegram
Discovery locations (increasing precedence):
- Built-in skills (bundled with AMCP)
- User skills:
~/.config/amcp/skills/<name>/SKILL.md - Home agent skills:
~/.agents/skills/<name>/SKILL.md - Project skills:
.amcp/skills/<name>/SKILL.md
Skills support scheduled (cron) and event-based auto-triggers for autonomous execution. Hot reload is enabled when running the HTTP server.
Slash Commands
Custom command shortcuts defined as TOML files, invoked with /command syntax. Features include:
{{args}}placeholder for command arguments!{shell command}for shell output injection (auto-escaped args)@{file path}for file content injection- Namespaced commands via subdirectories (e.g.,
git/commit.toml->/git:commit)
Discovery locations:
- User commands:
~/.config/amcp/commands/*.toml - Project commands:
.amcp/commands/*.toml(takes precedence)
See docs/skills-and-commands.md for details and examples/commands/ for samples.
ACP (Agent Client Protocol) Support
AMCP fully supports the Agent Client Protocol for integration with IDEs like Zed.
Features
- Session Management: Create, load, and list sessions
- Session Modes:
ask(request permission),architect(plan only),code(full tool access) - Slash Commands:
/clear,/plan,/search,/help - Agent Plans: Visual execution plans for complex tasks
- Permission Requests: User approval for sensitive operations
- Client Capabilities: Use client's filesystem and terminal when available
Zed Integration
Add to your Zed settings (~/.config/zed/settings.json):
{
"agent": {
"profiles": {
"amcp": {
"name": "AMCP",
"provider": {
"type": "acp",
"command": "amcp",
"args": ["acp", "serve"]
}
}
},
"default_profile": "amcp"
}
}
HTTP/WebSocket Server
AMCP can run as an HTTP/WebSocket server for remote access:
amcp serve # start on localhost:4096
amcp serve --port 8080 # custom port
amcp serve -w /path/to/project # set working directory
amcp attach http://localhost:4096 # connect from another terminal
API endpoints (visit /docs for interactive Swagger UI):
GET /api/v1/health- health checkPOST /api/v1/sessions- create sessionsPOST /api/v1/sessions/{id}/prompt- submit a prompt and return request statusPOST /api/v1/sessions/{id}/prompt/stream- submit a prompt and stream JSON-line eventsPOST /api/v1/sessions/{id}/cancel- cancel current session workDELETE /api/v1/sessions/{id}- delete a sessionGET /api/v1/tools- list available toolsGET /api/v1/agents- list agent typesWS /ws- WebSocket for live events
Supports CORS configuration and optional server-side authentication.
Telegram Integration
AMCP provides a Telegram Bot interface for remote interaction with agents. Install with pip install amcp-agent[telegram].
Features:
- DM and group chat support with configurable policies (allowlist, mention, open, disabled)
- Pairing via one-time codes
- Topic/thread support in group chats
- Notification system (CI failures, PR reviews, task completions, error alerts)
- Webhook and polling modes
- Rate limiting, session timeout, typing indicators, and bounded per-session queues
- Shared slash commands including
/new,/session list,/session switch <id>,/clear, and/cancel /newcreates a fresh session and abandons the previous Telegram session's active work and queued messages
Configure via amcp telegram setup or in config.toml under [telegram].
Memory System
AMCP maintains persistent cross-session memory using a two-layer approach:
- MEMORY.md: Long-term facts, preferences, and knowledge (curated, compact)
- HISTORY.md: Append-only searchable log of past activities
Memory is stored at:
- User-level:
~/.config/amcp/memory/ - Project-level:
.amcp/memory/(project-specific knowledge)
The agent uses the memory tool to store and retrieve memories, enabling self-evolution by accumulating knowledge over time.
Hooks System
AMCP provides a flexible hooks system to extend and customize agent behavior. Hooks can:
- Validate and modify tool inputs before execution
- Process tool outputs after execution
- Block dangerous operations
- Log and audit agent activities
Create .amcp/hooks.toml in your project:
[hooks.PreToolUse]
[[hooks.PreToolUse.handlers]]
matcher = "write_file|apply_patch"
type = "python"
script = "./scripts/validate-writes.py"
timeout = 30
[[hooks.PostToolUse.handlers]]
matcher = "*"
type = "command"
command = "echo 'Tool executed' >> /tmp/tool_log.txt"
See docs/hooks.md for full documentation.
Config
The CLI loads configuration from ~/.config/amcp/config.toml. Generate a starter config:
amcp init
Chat Configuration
[chat]
active_provider = "primary" # optional: selected [chat.providers.<name>] profile
mcp_tools_enabled = true
write_tool_enabled = true
edit_tool_enabled = true
tool_loop_limit = 300
default_max_lines = 400
default_agent = "coder" # optional: coder, explorer, planner, focused_coder
max_queue_size = 100
[chat.providers.primary]
api_type = "openai"
base_url = "https://example.com/v1"
model = "provider/model-name"
[chat.providers.backup]
api_type = "anthropic"
model = "claude-model-name"
Telegram can switch configured providers without calling the LLM:
/modelslists configured provider profiles./model use backupswitchesactive_providerand persists it toconfig.toml(admin only).
Anthropic Claude:
[chat]
api_type = "anthropic"
model = "claude-model-name"
Install with: pip install amcp-agent[anthropic]
MCP Servers
# HTTP/SSE transport
[servers.exa]
url = "https://mcp.exa.ai/mcp"
# stdio transport
[servers.custom]
command = "npx"
args = ["-y", "@some/mcp-server"]
Context Optimization
[context]
progressive_tools = true # dynamically load tools based on relevance
progressive_skills = true # dynamically load skills based on relevance
response_ratio = 0.30 # reserve 30% of context for response
Server Configuration
[server]
host = "127.0.0.1"
port = 4096
Telegram Configuration
[telegram]
enabled = false
allowed_users = [123456789]
admin_users = [123456789]
dm_policy = "allowlist" # "allowlist", "pairing", "open", "disabled"
group_policy = "mention" # "mention", "open", "allowlist", "disabled"
max_queue_size = 20
typing_indicator = true
[telegram.pairing]
enabled = true
code_ttl_seconds = 1800
The Telegram runtime also supports group-specific and topic-specific policy overrides under
[telegram.groups."<chat_id>"] and [telegram.groups."<chat_id>".topics."<topic_id>"].
Development
Setup
pip install -e ".[dev]"
pre-commit install
Running Tests
make test # run all tests
make test-cov # run with coverage
pytest tests/test_tools.py -v # specific test
Code Quality
make lint # ruff check
make format # ruff format
make type-check # mypy
See CONTRIBUTING.md for detailed development guidelines.
Notes
rg(ripgrep) must be installed and on PATH for the grep tool.- MCP servers must be installed separately and runnable (stdio transport).
- The agent does not add an application-level retry around model provider failures; provider client behavior applies.
- Tool-call guardrails include per-request
bashlimits, output truncation forbash, and session-levelread_filelimits.
License
Apache-2.0
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