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a9cbf7d69f docs: tool investigation report from awesome-ai-tools (#926)
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# Tool Investigation Report: Top 5 Recommendations
**Generated:** 2026-04-20 | **Source:** formatho/awesome-ai-tools (795 tools, 10 categories)
## Top 5
1. **LiteLLM** (76k) — Unified API gateway. Replace custom provider routing. Impact: 5/5, Effort: 2/5
2. **Mem0** (53k) — Universal memory layer. Structured long-term memory. Impact: 5/5, Effort: 3/5
3. **RAGFlow** (77k) — RAG engine with OCR. Document processing upgrade. Impact: 4/5, Effort: 4/5
4. **LiteRT-LM** (3.7k) — On-device inference. Edge/mobile deployment. Impact: 4/5, Effort: 3/5
5. **Claude-Mem** (61k) — Session capture and context injection. Impact: 3/5, Effort: 2/5
## Priority
- Phase 1: LiteLLM (2-3 days, highest ROI)
- Phase 2: Mem0 (1 week, critical for agent maturity)
- Phase 3: RAGFlow (1-2 weeks, capability upgrade)
## Honorable Mentions
- GPTCache: Semantic cache, 30-50% cost reduction
- promptfoo: LLM testing framework
- PageIndex: Vectorless RAG
- rtk: Token reduction proxy, 60-90% savings

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"""Skill Edit Guard — Poka-yoke auto-revert for incomplete skill edits.
Creates atomic skill edits with automatic rollback on failure.
Prevents broken skills from corrupting future sessions.
Usage:
from tools.skill_edit_guard import atomic_skill_edit
with atomic_skill_edit(skill_path) as editor:
editor.write(new_content)
# If exception occurs, file is automatically reverted
"""
from __future__ import annotations
import logging
import os
import shutil
import tempfile
import time
from contextlib import contextmanager
from pathlib import Path
from typing import Any, Dict, Optional
logger = logging.getLogger(__name__)
class SkillEditGuard:
"""Atomic skill file editing with auto-revert on failure."""
def __init__(self, skill_path: str):
self._path = Path(skill_path)
self._backup: Optional[Path] = None
self._committed = False
def backup(self) -> bool:
"""Create backup before editing."""
if not self._path.exists():
return True # New file, nothing to backup
backup_dir = self._path.parent / ".skill_backups"
backup_dir.mkdir(exist_ok=True)
ts = int(time.time() * 1000)
self._backup = backup_dir / f"{self._path.name}.{ts}.bak"
shutil.copy2(self._path, self._backup)
logger.debug("Skill backup created: %s", self._backup)
return True
def write(self, content: str) -> bool:
"""Write content with validation. Returns True if valid."""
# Validate YAML frontmatter
if content.startswith("---"):
end = content.find("---", 3)
if end < 0:
logger.error("Invalid YAML frontmatter: unclosed ---")
return False
# Validate not empty
if len(content.strip()) < 10:
logger.error("Content too short, likely corrupted")
return False
# Write atomically using temp file
tmp = self._path.with_suffix(".tmp")
try:
tmp.write_text(content, encoding="utf-8")
tmp.rename(self._path)
return True
except Exception as e:
logger.error("Write failed: %s", e)
if tmp.exists():
tmp.unlink()
return False
def commit(self):
"""Mark edit as successful, remove backup."""
self._committed = True
if self._backup and self._backup.exists():
self._backup.unlink()
logger.debug("Skill backup removed: %s", self._backup)
def rollback(self) -> bool:
"""Revert to backup."""
if self._backup and self._backup.exists():
shutil.copy2(self._backup, self._path)
self._backup.unlink()
logger.warning("Skill reverted from backup: %s", self._path)
return True
return False
def __enter__(self):
self.backup()
return self
def __exit__(self, exc_type, exc_val, exc_tb):
if exc_type is not None:
self.rollback()
return False # Re-raise exception
if not self._committed:
self.rollback()
return False
@contextmanager
def atomic_skill_edit(skill_path: str):
"""Context manager for atomic skill editing.
Usage:
with atomic_skill_edit("/path/to/skill/SKILL.md") as editor:
success = editor.write(new_content)
if not success:
raise ValueError("Write failed")
# __exit__ commits on success, reverts on exception
"""
guard = SkillEditGuard(skill_path)
guard.backup()
try:
yield guard
guard.commit()
except Exception:
guard.rollback()
raise