Files
beads/integrations/beads-mcp/src/beads_mcp/models.py
mahawi1992 700dca22b0 feat(mcp): Add context engineering optimizations (#481)
Reduce context window usage by ~80-90% through:

1. Lazy Tool Schema Loading
   - discover_tools(): List tool names only (~500 bytes vs ~15KB)
   - get_tool_info(name): Get specific tool details on-demand

2. Minimal Issue Models
   - IssueMinimal: Lightweight model for list views (~80 bytes vs ~400 bytes)
   - Full Issue model preserved for show() command

3. Result Compaction
   - Auto-compact results with >20 issues
   - Returns preview (5 items) + total count + hint
   - Prevents unbounded context growth

4. Documentation
   - Updated CONTEXT_ENGINEERING.md with patterns and examples

Context savings:
- Tool schemas: 97% reduction (15KB → 500 bytes)
- List 50 issues: 80% reduction (20KB → 4KB)
- Ready work: 80% reduction (4KB → 800 bytes)

Inspired by MCP Bridge (github.com/mahawi1992/mwilliams_mcpbridge)
and Manus context engineering patterns.

Co-authored-by: Heal Smartly <marty@MacBook-Pro.local>
2025-12-14 14:21:22 -08:00

280 lines
7.2 KiB
Python

"""Pydantic models for beads issue tracker types."""
from datetime import datetime
from typing import Literal, Any
from pydantic import BaseModel, Field, field_validator
# Type aliases for issue statuses, types, and dependencies
IssueStatus = Literal["open", "in_progress", "blocked", "closed"]
IssueType = Literal["bug", "feature", "task", "epic", "chore"]
DependencyType = Literal["blocks", "related", "parent-child", "discovered-from"]
# =============================================================================
# CONTEXT ENGINEERING: Minimal Models for List Views
# =============================================================================
# These lightweight models reduce context window usage by ~80% for list operations.
# Use full Issue model only when detailed information is needed (show command).
class IssueMinimal(BaseModel):
"""Minimal issue model for list views (~80% smaller than full Issue).
Use this for ready_work, list_issues, and other bulk operations.
For full details including dependencies, use Issue model via show().
"""
id: str
title: str
status: IssueStatus
priority: int = Field(ge=0, le=4)
issue_type: IssueType
assignee: str | None = None
labels: list[str] = Field(default_factory=list)
dependency_count: int = 0
dependent_count: int = 0
@field_validator("priority")
@classmethod
def validate_priority(cls, v: int) -> int:
if not 0 <= v <= 4:
raise ValueError("Priority must be between 0 and 4")
return v
class CompactedResult(BaseModel):
"""Result container for compacted list responses.
When results exceed threshold, returns preview + metadata instead of full data.
This prevents context window overflow for large issue lists.
"""
compacted: bool = True
total_count: int
preview: list[IssueMinimal]
preview_count: int
hint: str = "Use show(issue_id) for full issue details"
# =============================================================================
# ORIGINAL MODELS (unchanged for backward compatibility)
# =============================================================================
class IssueBase(BaseModel):
"""Base issue model with shared fields."""
id: str
title: str
description: str = ""
design: str | None = None
acceptance_criteria: str | None = None
notes: str | None = None
external_ref: str | None = None
status: IssueStatus
priority: int = Field(ge=0, le=4)
issue_type: IssueType
created_at: datetime
updated_at: datetime
closed_at: datetime | None = None
assignee: str | None = None
labels: list[str] = Field(default_factory=list)
dependency_count: int = 0
dependent_count: int = 0
@field_validator("priority")
@classmethod
def validate_priority(cls, v: int) -> int:
"""Validate priority is 0-4."""
if not 0 <= v <= 4:
raise ValueError("Priority must be between 0 and 4")
return v
class LinkedIssue(IssueBase):
"""Issue reference in dependencies/dependents (avoids recursion)."""
dependency_type: DependencyType | None = None
class Issue(IssueBase):
"""Issue model matching bd JSON output."""
dependencies: list[LinkedIssue] = Field(default_factory=list)
dependents: list[LinkedIssue] = Field(default_factory=list)
class Dependency(BaseModel):
"""Dependency relationship model."""
from_id: str
to_id: str
dep_type: DependencyType
class CreateIssueParams(BaseModel):
"""Parameters for creating an issue."""
title: str
description: str = ""
design: str | None = None
acceptance: str | None = None
external_ref: str | None = None
priority: int = Field(default=2, ge=0, le=4)
issue_type: IssueType = "task"
assignee: str | None = None
labels: list[str] = Field(default_factory=list)
id: str | None = None
deps: list[str] = Field(default_factory=list)
class UpdateIssueParams(BaseModel):
"""Parameters for updating an issue."""
issue_id: str
status: IssueStatus | None = None
priority: int | None = Field(default=None, ge=0, le=4)
assignee: str | None = None
title: str | None = None
description: str | None = None
design: str | None = None
acceptance_criteria: str | None = None
notes: str | None = None
external_ref: str | None = None
class CloseIssueParams(BaseModel):
"""Parameters for closing an issue."""
issue_id: str
reason: str = "Completed"
class ReopenIssueParams(BaseModel):
"""Parameters for reopening issues."""
issue_ids: list[str]
reason: str | None = None
class AddDependencyParams(BaseModel):
"""Parameters for adding a dependency."""
issue_id: str
depends_on_id: str
dep_type: DependencyType = "blocks"
class ReadyWorkParams(BaseModel):
"""Parameters for querying ready work."""
limit: int = Field(default=10, ge=1, le=100)
priority: int | None = Field(default=None, ge=0, le=4)
assignee: str | None = None
class ListIssuesParams(BaseModel):
"""Parameters for listing issues."""
status: IssueStatus | None = None
priority: int | None = Field(default=None, ge=0, le=4)
issue_type: IssueType | None = None
assignee: str | None = None
limit: int = Field(default=20, ge=1, le=100) # Reduced to avoid MCP buffer overflow
class ShowIssueParams(BaseModel):
"""Parameters for showing issue details."""
issue_id: str
class Stats(BaseModel):
"""Beads task statistics."""
total_issues: int
open_issues: int
in_progress_issues: int
closed_issues: int
blocked_issues: int
ready_issues: int
average_lead_time_hours: float
class BlockedIssue(Issue):
"""Blocked issue with blocking information."""
blocked_by_count: int
blocked_by: list[str]
class InitParams(BaseModel):
"""Parameters for initializing bd."""
prefix: str | None = None
class InitResult(BaseModel):
"""Result from bd init command."""
database: str
prefix: str
message: str
# Agent Mail Models
class MailSendParams(BaseModel):
"""Parameters for sending mail."""
to: list[str]
subject: str
body: str
urgent: bool = False
cc: list[str] | None = None
project_key: str | None = None
sender_name: str | None = None
class MailInboxParams(BaseModel):
"""Parameters for checking inbox."""
limit: int = 20
urgent_only: bool = False
unread_only: bool = False
cursor: str | None = None
agent_name: str | None = None
project_key: str | None = None
class MailReadParams(BaseModel):
"""Parameters for reading mail."""
message_id: int
mark_read: bool = True
agent_name: str | None = None
project_key: str | None = None
class MailReplyParams(BaseModel):
"""Parameters for replying to mail."""
message_id: int
body: str
subject: str | None = None
agent_name: str | None = None
project_key: str | None = None
class MailAckParams(BaseModel):
"""Parameters for acknowledging mail."""
message_id: int
agent_name: str | None = None
project_key: str | None = None
class MailDeleteParams(BaseModel):
"""Parameters for deleting mail."""
message_id: int
agent_name: str | None = None
project_key: str | None = None