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#!/usr/bin/env python3
"""
s14: MCP Tools - discover external tools and add them to the agent loop.
Run: python s14_mcp_plugin/code.py
Need: pip install anthropic python-dotenv + .env with ANTHROPIC_API_KEY
connect_mcp("docs")
|
v
+------------------+ tools/list +------------------+
| Agent Harness | <----------------- | MCP server |
| | | docs |
| built-in tools | tools/call | |
| + MCP tools | -----------------> | search |
+--------+---------+ | get_version |
| +------------------+
v
+-----------------------------------------------+
| bash | read | write | edit | glob | connect |
| mcp__docs__search | mcp__docs__get_version |
+-----------------------------------------------+
"""
import glob
import os
import re
import subprocess
from pathlib import Path
try:
import readline
readline.parse_and_bind("set bind-tty-special-chars off")
except ImportError:
pass
from anthropic import Anthropic
from dotenv import load_dotenv
load_dotenv(override=True)
if os.getenv("ANTHROPIC_BASE_URL"):
os.environ.pop("ANTHROPIC_AUTH_TOKEN", None)
WORKDIR = Path.cwd()
client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL"))
MODEL = os.environ["MODEL_ID"]
BASE_SYSTEM = (
f"You are a coding agent at {WORKDIR}. Use built-in and connected MCP "
"tools to solve tasks. Call connect_mcp before using a server."
)
# -- From s04: base tools --
def run_bash(command: str) -> str:
try:
result = subprocess.run(
command,
shell=True,
cwd=WORKDIR,
capture_output=True,
text=True,
timeout=120,
)
output = (result.stdout + result.stderr).strip()
output = output[:50000] if output else "(no output)"
if result.returncode:
return f"Error: command exited with status {result.returncode}\n{output}"
return output
except subprocess.TimeoutExpired:
return "Error: Timeout (120s)"
except OSError as exc:
return f"Error: {type(exc).__name__}: {exc}"
def run_read(path: str, limit: int | None = None) -> str:
try:
lines = (WORKDIR / path).resolve().read_text(encoding="utf-8").splitlines()
if limit and limit < len(lines):
lines = lines[:limit] + [f"... ({len(lines) - limit} more lines)"]
return "\n".join(lines)
except Exception as exc:
return f"Error: {exc}"
def run_write(path: str, content: str) -> str:
try:
target = (WORKDIR / path).resolve()
target.parent.mkdir(parents=True, exist_ok=True)
target.write_text(content, encoding="utf-8")
return f"Wrote {len(content)} bytes to {path}"
except Exception as exc:
return f"Error: {exc}"
def run_edit(path: str, old_text: str, new_text: str) -> str:
try:
target = (WORKDIR / path).resolve()
content = target.read_text(encoding="utf-8")
count = content.count(old_text)
if count != 1:
return f"Error: Expected 1 occurrence, found {count}"
target.write_text(content.replace(old_text, new_text), encoding="utf-8")
return f"Edited {path}"
except Exception as exc:
return f"Error: {exc}"
def run_glob(pattern: str) -> str:
try:
matches = sorted({
match
for match in glob.glob(pattern, root_dir=WORKDIR, recursive=True)
if (WORKDIR / match).resolve().is_relative_to(WORKDIR.resolve())
})
shown = matches[:200]
if len(matches) > 200:
shown.append("... (more matches omitted; narrow the pattern)")
return "\n".join(shown) if shown else "(no matches)"
except Exception as exc:
return f"Error: {exc}"
BASE_TOOLS = [
{"name": "bash", "description": "Run a shell command.",
"input_schema": {"type": "object",
"properties": {"command": {"type": "string"}},
"required": ["command"]}},
{"name": "read_file", "description": "Read file contents.",
"input_schema": {"type": "object",
"properties": {"path": {"type": "string"},
"limit": {"type": "integer"}},
"required": ["path"]}},
{"name": "write_file", "description": "Write content to a file.",
"input_schema": {"type": "object",
"properties": {"path": {"type": "string"},
"content": {"type": "string"}},
"required": ["path", "content"]}},
{"name": "edit_file", "description": "Replace exact text once.",
"input_schema": {"type": "object",
"properties": {"path": {"type": "string"},
"old_text": {"type": "string"},
"new_text": {"type": "string"}},
"required": ["path", "old_text", "new_text"]}},
{"name": "glob", "description": "Find files by glob pattern; ** matches recursively.",
"input_schema": {"type": "object",
"properties": {"pattern": {"type": "string"}},
"required": ["pattern"]}},
]
BASE_HANDLERS = {
"bash": run_bash,
"read_file": run_read,
"write_file": run_write,
"edit_file": run_edit,
"glob": run_glob,
}
# -- New in s14: MCP discovery and dispatch --
class MCPClient:
"""Small in-process stand-in for MCP tools/list and tools/call."""
def __init__(self, name: str):
self.name = name
self.tools: list[dict] = []
self._handlers: dict[str, callable] = {}
def register(self, tool_defs: list[dict], handlers: dict[str, callable]):
names = [tool.get("name") for tool in tool_defs]
if any(not isinstance(name, str) or not name for name in names):
raise ValueError("Every MCP tool needs a non-empty name")
if len(set(names)) != len(names):
raise ValueError(f"Duplicate MCP tool name on server {self.name!r}")
missing = [name for name in names if name not in handlers]
if missing:
raise ValueError(f"Missing MCP handlers: {', '.join(missing)}")
self.tools = list(tool_defs)
self._handlers = dict(handlers)
def call_tool(self, tool_name: str, args: dict) -> str:
handler = self._handlers.get(tool_name)
if not handler:
return f"MCP error: unknown tool '{tool_name}'"
try:
return str(handler(**args))
except Exception as exc:
return f"MCP error: {type(exc).__name__}: {exc}"
mcp_clients: dict[str, MCPClient] = {}
mcp_tool_policies: dict[str, str] = {}
_DISALLOWED_CHARS = re.compile(r"[^a-zA-Z0-9_-]")
# Authorization comes from host configuration, never server descriptions.
MCP_HOST_POLICY = {
("docs", "search"): "allow",
("docs", "get_version"): "allow",
("deploy", "status"): "allow",
("deploy", "trigger"): "confirm",
}
def normalize_mcp_name(name: str) -> str:
"""Replace characters outside the model tool-name alphabet."""
normalized = _DISALLOWED_CHARS.sub("_", name)
if not normalized:
raise ValueError("MCP names cannot normalize to an empty string")
return normalized
def _mock_server_docs() -> MCPClient:
server = MCPClient("docs")
server.register(
tool_defs=[
{
"name": "search",
"description": "Search the documentation.",
"inputSchema": {
"type": "object",
"properties": {"query": {"type": "string"}},
"required": ["query"],
},
"annotations": {"readOnlyHint": True},
},
{
"name": "get_version",
"description": "Get the documentation API version.",
"inputSchema": {"type": "object", "properties": {}},
"annotations": {"readOnlyHint": True},
},
],
handlers={
"search": lambda query: f"[docs] Found 3 results for '{query}'",
"get_version": lambda: "[docs] API v2.1.0",
},
)
return server
def _mock_server_deploy() -> MCPClient:
server = MCPClient("deploy")
server.register(
tool_defs=[
{
"name": "trigger",
"description": "Trigger a deployment.",
"inputSchema": {
"type": "object",
"properties": {"service": {"type": "string"}},
"required": ["service"],
},
"annotations": {"destructiveHint": True},
},
{
"name": "status",
"description": "Check deployment status.",
"inputSchema": {
"type": "object",
"properties": {"service": {"type": "string"}},
"required": ["service"],
},
"annotations": {"readOnlyHint": True},
},
],
handlers={
"trigger": lambda service: f"[deploy] Triggered: {service}",
"status": lambda service: f"[deploy] {service}: running (v1.4.2)",
},
)
return server
MOCK_SERVERS = {
"docs": _mock_server_docs,
"deploy": _mock_server_deploy,
}
def connect_mcp(name: str) -> str:
if name in mcp_clients:
return f"MCP server '{name}' already connected"
factory = MOCK_SERVERS.get(name)
if not factory:
return f"Unknown server '{name}'. Available: {', '.join(MOCK_SERVERS)}"
server = factory()
mcp_clients[name] = server
names = ", ".join(tool["name"] for tool in server.tools)
print(f" [mcp] connected: {name} -> {names}")
return (
f"Connected to MCP server '{name}'. "
f"Discovered {len(server.tools)} tools: {names}"
)
def run_connect_mcp(name: str) -> str:
return connect_mcp(name)
CONNECT_TOOL = {
"name": "connect_mcp",
"description": "Connect to an MCP server and discover its tools.",
"input_schema": {
"type": "object",
"properties": {"name": {"type": "string", "enum": ["docs", "deploy"]}},
"required": ["name"],
},
}
BUILTIN_TOOLS = [*BASE_TOOLS, CONNECT_TOOL]
BUILTIN_HANDLERS = {**BASE_HANDLERS, "connect_mcp": run_connect_mcp}
def assemble_tool_pool() -> tuple[list[dict], dict[str, callable]]:
"""Combine built-in tools with every connected server tool."""
global mcp_tool_policies
tools = list(BUILTIN_TOOLS)
handlers = dict(BUILTIN_HANDLERS)
policies: dict[str, str] = {}
origins = {
tool["name"]: f"built-in tool {tool['name']!r}"
for tool in tools
}
for server_name, server in mcp_clients.items():
safe_server = normalize_mcp_name(server_name)
for tool_def in server.tools:
raw_name = tool_def["name"]
safe_tool = normalize_mcp_name(raw_name)
prefixed = f"mcp__{safe_server}__{safe_tool}"
if len(prefixed) > 64:
raise ValueError(f"MCP tool name is longer than 64 characters: {prefixed}")
origin = f"MCP tool {server_name!r}/{raw_name!r}"
if prefixed in origins:
raise ValueError(
"MCP tool name collision after normalization: "
f"{prefixed!r} maps both {origins[prefixed]} and {origin}"
)
schema = tool_def.get("inputSchema", {})
if not isinstance(schema, dict) or schema.get("type", "object") != "object":
raise ValueError(f"Invalid input schema for {origin}")
origins[prefixed] = origin
tools.append({
"name": prefixed,
"description": tool_def.get("description", ""),
"input_schema": schema,
})
handlers[prefixed] = (
lambda *, client=server, tool=raw_name, **kwargs:
client.call_tool(tool, kwargs)
)
policies[prefixed] = MCP_HOST_POLICY.get(
(server_name, raw_name), "confirm"
)
mcp_tool_policies = policies
return tools, handlers
def assemble_system_prompt() -> str:
if not mcp_clients:
return BASE_SYSTEM
return BASE_SYSTEM + "\n\nConnected MCP servers: " + ", ".join(mcp_clients)
# -- From s04: hooks and permission checks --
HOOKS = {"UserPromptSubmit": [], "PreToolUse": [], "PostToolUse": [], "Stop": []}
DENY_LIST = ["rm -rf /", "sudo", "shutdown", "reboot", "mkfs", "dd if="]
DESTRUCTIVE = ["rm ", "> /etc/", "chmod 777"]
def register_hook(event: str, callback):
HOOKS[event].append(callback)
def trigger_hooks(event: str, *args):
for callback in HOOKS[event]:
result = callback(*args)
if result is not None:
return result
return None
def permission_hook(block):
if block.name == "bash":
command = block.input.get("command", "")
for pattern in DENY_LIST:
if pattern in command:
return f"Permission denied by deny list: {pattern}"
if any(keyword in command for keyword in DESTRUCTIVE):
print(f"\n[permission] {block.name}({block.input})")
if input("Allow? [y/N] ").strip().lower() not in {"y", "yes"}:
return "Permission denied by user"
if block.name in {"read_file", "write_file", "edit_file"}:
raw_path = block.input.get("path", "")
if not (WORKDIR / raw_path).resolve().is_relative_to(WORKDIR.resolve()):
print(f"\n[permission] {block.name}({block.input})")
if input("Allow? [y/N] ").strip().lower() not in {"y", "yes"}:
return "Permission denied by user"
if block.name.startswith("mcp__"):
policy = mcp_tool_policies.get(block.name, "confirm")
if policy != "allow":
print(f"\n[permission] External tool {block.name}({block.input})")
if input("Allow? [y/N] ").strip().lower() not in {"y", "yes"}:
return "Permission denied by user"
return None
def log_hook(block):
preview = str(list(block.input.values())[:2])[:60]
print(f"[hook] {block.name}({preview})")
return None
def large_output_hook(block, output):
if len(str(output)) > 100000:
print(f"[hook] Large output from {block.name}: {len(str(output))} chars")
return None
def context_hook(query: str):
print(f"[hook] UserPromptSubmit: working in {WORKDIR}")
return None
def summary_hook(messages: list):
tool_count = sum(
1
for message in messages
for block in (
message.get("content")
if isinstance(message.get("content"), list)
else []
)
if isinstance(block, dict) and block.get("type") == "tool_result"
)
print(f"[hook] Stop: session used {tool_count} tool calls")
return None
register_hook("UserPromptSubmit", context_hook)
register_hook("PreToolUse", permission_hook)
register_hook("PreToolUse", log_hook)
register_hook("PostToolUse", large_output_hook)
register_hook("Stop", summary_hook)
def execute_tool(block, handlers: dict[str, callable]) -> str:
blocked = trigger_hooks("PreToolUse", block)
if blocked:
return str(blocked)
handler = handlers.get(block.name)
if not handler:
return f"Unknown tool: {block.name}"
try:
output = str(handler(**block.input))
except Exception as exc:
output = f"Error: {type(exc).__name__}: {exc}"
trigger_hooks("PostToolUse", block, output)
return output
# -- Agent loop with a dynamic tool pool --
def agent_loop(messages: list):
while True:
try:
tools, handlers = assemble_tool_pool()
response = client.messages.create(
model=MODEL,
system=assemble_system_prompt(),
messages=messages,
tools=tools,
max_tokens=8000,
)
except Exception as exc:
messages.append({
"role": "assistant",
"content": [{
"type": "text",
"text": f"[Error] {type(exc).__name__}: {exc}",
}],
})
trigger_hooks("Stop", messages)
return
messages.append({"role": "assistant", "content": response.content})
tool_calls = [
block for block in response.content if block.type == "tool_use"
]
if not tool_calls:
trigger_hooks("Stop", messages)
return
results = []
for block in tool_calls:
print(f"> {block.name}")
output = execute_tool(block, handlers)
print(output[:300])
results.append({
"type": "tool_result",
"tool_use_id": block.id,
"content": output,
})
messages.append({"role": "user", "content": results})
if __name__ == "__main__":
print("s14: MCP tools")
print("Enter a question, press Enter to send. Type q to quit.\n")
history = []
while True:
try:
query = input("s14 >> ")
except (EOFError, KeyboardInterrupt):
break
if query.strip().lower() in {"q", "exit", ""}:
break
trigger_hooks("UserPromptSubmit", query)
history.append({"role": "user", "content": query})
agent_loop(history)
for block in history[-1].get("content", []):
if getattr(block, "type", None) == "text":
print(block.text)
elif isinstance(block, dict) and block.get("type") == "text":
print(block.get("text", ""))
print()