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This commit is contained in:
Edward R. Gonzalez
2026-02-21 21:42:42 -05:00
parent 59208b27ec
commit f258fc5765
5 changed files with 412 additions and 41 deletions
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128
ai_client.py
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@@ -4,6 +4,7 @@ import json
import datetime
from pathlib import Path
import file_cache
import mcp_client
_provider: str = "gemini"
_model: str = "gemini-2.0-flash"
@@ -33,7 +34,7 @@ MAX_TOOL_ROUNDS = 5
_ANTHROPIC_CHUNK_SIZE = 180_000
_ANTHROPIC_SYSTEM = (
"You are a helpful coding assistant with access to a PowerShell tool. "
"You are a helpful coding assistant with access to a PowerShell tool and MCP file tools (read_file, list_directory, search_files, get_file_summary). "
"When asked to create or edit files, prefer targeted edits over full rewrites. "
"Always explain what you are doing before invoking the tool.\n\n"
"When writing or rewriting large files (especially those containing quotes, backticks, or special characters), "
@@ -221,8 +222,16 @@ def _list_anthropic_models() -> list[str]:
TOOL_NAME = "run_powershell"
_ANTHROPIC_TOOLS = [
{
def _build_anthropic_tools() -> list[dict]:
"""Build the full Anthropic tools list: run_powershell + MCP file tools."""
mcp_tools = []
for spec in mcp_client.MCP_TOOL_SPECS:
mcp_tools.append({
"name": spec["name"],
"description": spec["description"],
"input_schema": spec["parameters"],
})
powershell_tool = {
"name": TOOL_NAME,
"description": (
"Run a PowerShell script within the project base_dir. "
@@ -243,34 +252,57 @@ _ANTHROPIC_TOOLS = [
},
"cache_control": {"type": "ephemeral"},
}
]
return mcp_tools + [powershell_tool]
_ANTHROPIC_TOOLS = _build_anthropic_tools()
def _gemini_tool_declaration():
from google.genai import types
return types.Tool(
function_declarations=[
types.FunctionDeclaration(
name=TOOL_NAME,
description=(
"Run a PowerShell script within the project base_dir. "
"Use this to create, edit, rename, or delete files and directories. "
"The working directory is set to base_dir automatically. "
"stdout and stderr are returned to you as the result."
),
parameters=types.Schema(
type=types.Type.OBJECT,
properties={
"script": types.Schema(
type=types.Type.STRING,
description="The PowerShell script to execute."
)
},
required=["script"]
)
declarations = []
# MCP file tools
for spec in mcp_client.MCP_TOOL_SPECS:
props = {}
for pname, pdef in spec["parameters"].get("properties", {}).items():
props[pname] = types.Schema(
type=types.Type.STRING,
description=pdef.get("description", ""),
)
]
)
declarations.append(types.FunctionDeclaration(
name=spec["name"],
description=spec["description"],
parameters=types.Schema(
type=types.Type.OBJECT,
properties=props,
required=spec["parameters"].get("required", []),
),
))
# PowerShell tool
declarations.append(types.FunctionDeclaration(
name=TOOL_NAME,
description=(
"Run a PowerShell script within the project base_dir. "
"Use this to create, edit, rename, or delete files and directories. "
"The working directory is set to base_dir automatically. "
"stdout and stderr are returned to you as the result."
),
parameters=types.Schema(
type=types.Type.OBJECT,
properties={
"script": types.Schema(
type=types.Type.STRING,
description="The PowerShell script to execute."
)
},
required=["script"]
),
))
return types.Tool(function_declarations=declarations)
def _run_script(script: str, base_dir: str) -> str:
@@ -365,6 +397,7 @@ def _send_gemini(md_content: str, user_message: str, base_dir: str, file_items:
try:
_ensure_gemini_client()
mcp_client.configure(file_items or [], [base_dir])
if _gemini_chat is None:
_gemini_chat = _gemini_client.chats.create(
@@ -407,8 +440,20 @@ def _send_gemini(md_content: str, user_message: str, base_dir: str, file_items:
function_responses = []
for fc in tool_calls:
if fc.name == TOOL_NAME:
script = fc.args.get("script", "")
fc_name = fc.name
fc_args = dict(fc.args)
if fc_name in mcp_client.TOOL_NAMES:
_append_comms("OUT", "tool_call", {"name": fc_name, "args": fc_args})
output = mcp_client.dispatch(fc_name, fc_args)
_append_comms("IN", "tool_result", {"name": fc_name, "output": output})
function_responses.append(
types.Part.from_function_response(
name=fc_name,
response={"output": output}
)
)
elif fc_name == TOOL_NAME:
script = fc_args.get("script", "")
_append_comms("OUT", "tool_call", {
"name": TOOL_NAME,
"script": script,
@@ -527,6 +572,7 @@ def _repair_anthropic_history(history: list[dict]):
def _send_anthropic(md_content: str, user_message: str, base_dir: str, file_items: list[dict] | None = None) -> str:
try:
_ensure_anthropic_client()
mcp_client.configure(file_items or [], [base_dir])
context_blocks = _build_chunked_context_blocks(md_content)
@@ -557,7 +603,7 @@ def _send_anthropic(md_content: str, user_message: str, base_dir: str, file_item
"cache_control": {"type": "ephemeral"},
}
],
tools=_ANTHROPIC_TOOLS,
tools=_build_anthropic_tools(),
messages=_anthropic_history,
)
@@ -600,22 +646,36 @@ def _send_anthropic(md_content: str, user_message: str, base_dir: str, file_item
tool_results = []
for block in response.content:
if getattr(block, "type", None) == "tool_use" and getattr(block, "name", None) == TOOL_NAME:
script = block.input.get("script", "")
if getattr(block, "type", None) != "tool_use":
continue
b_name = getattr(block, "name", None)
b_id = getattr(block, "id", "")
b_input = getattr(block, "input", {})
if b_name in mcp_client.TOOL_NAMES:
_append_comms("OUT", "tool_call", {"name": b_name, "id": b_id, "args": b_input})
output = mcp_client.dispatch(b_name, b_input)
_append_comms("IN", "tool_result", {"name": b_name, "id": b_id, "output": output})
tool_results.append({
"type": "tool_result",
"tool_use_id": b_id,
"content": output,
})
elif b_name == TOOL_NAME:
script = b_input.get("script", "")
_append_comms("OUT", "tool_call", {
"name": TOOL_NAME,
"id": block.id,
"id": b_id,
"script": script,
})
output = _run_script(script, base_dir)
_append_comms("IN", "tool_result", {
"name": TOOL_NAME,
"id": block.id,
"id": b_id,
"output": output,
})
tool_results.append({
"type": "tool_result",
"tool_use_id": block.id,
"tool_use_id": b_id,
"content": output,
})