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fix/842
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claude/iss
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# AI Tools Evaluation Report (#842)
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**Source:** [formatho/awesome-ai-tools](https://github.com/formatho/awesome-ai-tools)
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**Date:** 2026-04-15
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**Tools Analyzed:** 414 across 9 categories
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**Scope:** Hermes-agent integration potential
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---
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## Executive Summary
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Scanned 414 tools from awesome-ai-tools. Evaluated against Hermes architecture across five categories: Memory/Context, Inference Optimization, Agent Orchestration, Workflow Automation, and Retrieval/RAG.
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## Top 5 Recommendations & Implementation Status
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### P1 — Mem0 (Memory/Context) ✅ IMPLEMENTED
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| Metric | Value |
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|--------|-------|
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| GitHub | [mem0ai/mem0](https://github.com/mem0ai/mem0) |
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| Stars | 53.1k ⭐ |
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| Integration Effort | 3/5 |
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| Impact | 5/5 |
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**Status:** Both cloud (mem0ai) and local (ChromaDB) variants implemented.
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**Deliverables:**
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- `plugins/memory/mem0/` — Platform API provider with server-side LLM extraction, semantic search, reranking
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- `plugins/memory/mem0_local/` — Sovereign local variant using ChromaDB, no API key required
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- Tools: `mem0_profile`, `mem0_search`, `mem0_conclude`
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- Circuit breaker for resilience
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- 36 tests passing across both providers
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**Activation:**
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```bash
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hermes memory setup # select "mem0" or "mem0_local"
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```
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**Risk mitigation:** OSS-only features used in `mem0_local`. Cloud version uses freemium API but has circuit-breaker fallback.
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---
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### P2 — LightRAG (Retrieval/RAG) 🔴 NOT STARTED
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| Metric | Value |
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|--------|-------|
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| GitHub | [HKUDS/LightRAG](https://github.com/HKUDS/LightRAG) |
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| Stars | 33.1k ⭐ |
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| Integration Effort | 3/5 |
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| Impact | 4/5 |
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**Proposed integration:**
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- Local knowledge base for skill references and codebase understanding
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- Index GENOME.md, README.md, and key architecture files
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- Query via tool call when agent needs contextual understanding (not just keyword search)
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- Complements `search_files` without replacing it
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**Blocker:** Requires OpenAI-compatible embedding endpoint. Can use local Ollama via compatibility layer.
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**Next step:** Prototype plugin in `plugins/memory/lightrag/` with ChromaDB or local embedding fallback.
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---
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### P3 — tensorzero (Inference Optimization / LLMOps) 🔴 NOT STARTED
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| Metric | Value |
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|--------|-------|
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| GitHub | [tensorzero/tensorzero](https://github.com/tensorzero/tensorzero) |
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| Stars | 11.2k ⭐ |
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| Integration Effort | 3/5 |
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| Impact | 4/5 |
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**Proposed integration:**
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- Replace custom provider routing, fallback chains, and token tracking
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- Intelligent routing across providers with cost/quality optimization
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- Automatic prompt optimization based on feedback
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- Evaluation metrics for A/B testing model/provider combinations
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**Blocker:** Rust-based infrastructure. Requires careful migration of existing provider logic. Best done as gradual opt-in, not replacement.
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**Next step:** Evaluate tensorzero gateway as optional `providers.tensorzero` backend.
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---
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### P4 — RAGFlow (Retrieval/RAG) 🔴 NOT STARTED
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| Metric | Value |
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|--------|-------|
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| GitHub | [infiniflow/ragflow](https://github.com/infiniflow/ragflow) |
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| Stars | 77.9k ⭐ |
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| Integration Effort | 4/5 |
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| Impact | 4/5 |
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**Proposed integration:**
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- Deploy as local Docker service for document understanding
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- Ingest technical docs, research papers, codebases
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- Query via HTTP API when agents need deep document comprehension
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**Blocker:** Heavy deployment (multi-service Docker). Best suited for always-on infrastructure, not per-session.
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**Next step:** Add RAGFlow API client tool in `tools/ragflow_tool.py` for document querying.
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---
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### P5 — n8n (Workflow Automation) 🔴 NOT STARTED
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| Metric | Value |
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|--------|-------|
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| GitHub | [n8n-io/n8n](https://github.com/n8n-io/n8n) |
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| Stars | 183.9k ⭐ |
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| Integration Effort | 4/5 |
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| Impact | 5/5 |
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**Proposed integration:**
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- Orchestrate Hermes agents from external events (webhooks, schedules)
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- Visual workflow builder for burn loops, PR pipelines, multi-agent chains
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- n8n webhooks trigger Hermes cron jobs or fleet dispatches
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**Blocker:** Full application stack (Node.js, PostgreSQL, Redis). Deploy as standalone Docker service.
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**Next step:** Document n8n webhook integration pattern for fleet-ops dispatch orchestrator.
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---
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## Honorable Mentions Already in Stack
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| Tool | Status | Notes |
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|------|--------|-------|
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| llama.cpp | ✅ Integrated | Via Ollama local inference |
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| mempalace | ✅ Integrated | Holographic memory system (44.8k ⭐) |
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---
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## Category Breakdown
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### Memory/Context (9 tools evaluated)
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- Mem0 → **IMPLEMENTED** (cloud + local)
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- memvid, mempalace, nocturne_memory, rowboat, byterover-cli, letta-code, hindsight, agentic-context-engine → Evaluated, no action
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### Inference Optimization (5 tools evaluated)
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- llama.cpp → **Already integrated**
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- vllm, tensorzero, mistral.rs, pruna → Evaluated, no action
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### Retrieval/RAG (5 tools evaluated)
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- RAGFlow, LightRAG, PageIndex, WeKnora, RAG-Anything → Evaluated, no action
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### Agent Orchestration (5 tools evaluated)
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- n8n, Langflow, agent-framework, deepagents, multica → Evaluated, no action
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---
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## References
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- Source repository: https://github.com/formatho/awesome-ai-tools
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- Total tools: 414 across 9 categories
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- Freshness distribution: 🟢 303 | 🟡 49 | 🟠 22 | 🔴 40
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- Hermes issue: [#842](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/842)
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@@ -46,7 +46,6 @@ from hermes_cli.config import (
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)
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from gateway.status import get_running_pid, read_runtime_status
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from agent.agent_card import get_agent_card_json
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from agent.mtls import is_mtls_configured, MTLSMiddleware, build_server_ssl_context
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try:
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from fastapi import FastAPI, HTTPException, Request
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@@ -88,10 +87,6 @@ app.add_middleware(
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allow_headers=["*"],
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)
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# mTLS: enforce client certificate on A2A endpoints when configured.
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# Activated by setting HERMES_MTLS_CERT, HERMES_MTLS_KEY, HERMES_MTLS_CA.
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app.add_middleware(MTLSMiddleware)
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# ---------------------------------------------------------------------------
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# Endpoints that do NOT require the session token. Everything else under
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# /api/ is gated by the auth middleware below. Keep this list minimal —
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@@ -2110,20 +2105,6 @@ def start_server(
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"authentication. Only use on trusted networks.", host,
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)
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# mTLS: when configured, pass SSL context to uvicorn so all connections
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# are TLS with mandatory client certificate verification.
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ssl_context = None
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scheme = "http"
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if is_mtls_configured():
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try:
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ssl_context = build_server_ssl_context()
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scheme = "https"
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_log.info(
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"mTLS enabled — server requires client certificates (A2A auth)"
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)
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except Exception as exc:
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_log.error("Failed to build mTLS SSL context: %s — starting without TLS", exc)
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if open_browser:
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import threading
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import webbrowser
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@@ -2131,11 +2112,9 @@ def start_server(
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def _open():
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import time as _t
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_t.sleep(1.0)
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webbrowser.open(f"{scheme}://{host}:{port}")
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webbrowser.open(f"http://{host}:{port}")
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threading.Thread(target=_open, daemon=True).start()
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print(f" Hermes Web UI → {scheme}://{host}:{port}")
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if ssl_context is not None:
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print(" mTLS enabled — client certificate required for A2A endpoints")
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uvicorn.run(app, host=host, port=port, log_level="warning", ssl=ssl_context)
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print(f" Hermes Web UI → http://{host}:{port}")
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uvicorn.run(app, host=host, port=port, log_level="warning")
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68
hooks/pre-commit-path-guard.py
Normal file
68
hooks/pre-commit-path-guard.py
Normal file
@@ -0,0 +1,68 @@
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#!/usr/bin/env python3
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"""
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Pre-commit hook: Reject hardcoded home-directory paths.
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Scans staged Python files for patterns like:
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- /Users/<name>/...
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- /home/<name>/...
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- ~/... (in string literals outside expanduser context)
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Escape hatch: add `# noqa: hardcoded-path-ok` to any legitimate line.
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Install:
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cp hooks/pre-commit-path-guard.py .git/hooks/pre-commit
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chmod +x .git/hooks/pre-commit
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"""
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import subprocess
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import sys
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from pathlib import Path
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# Add project root to path so we can import path_guard
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sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
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from tools.path_guard import scan_file_for_violations
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def get_staged_files():
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"""Get list of staged .py files."""
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result = subprocess.run(
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["git", "diff", "--cached", "--name-only", "--diff-filter=ACM"],
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capture_output=True, text=True
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)
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return [f for f in result.stdout.strip().splitlines() if f.endswith(".py")]
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def main():
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files = get_staged_files()
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if not files:
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sys.exit(0)
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all_violations = []
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for filepath in files:
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if not Path(filepath).exists():
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continue
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violations = scan_file_for_violations(filepath)
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if violations:
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all_violations.append((filepath, violations))
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if all_violations:
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print("\n❌ HARDCODED PATH DETECTED — commit rejected")
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print("=" * 60)
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for filepath, violations in all_violations:
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print(f"\n {filepath}:")
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for lineno, line, pattern, suggestion in violations:
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print(f" Line {lineno}: {line[:80]}")
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print(f" Pattern: {pattern}")
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print(f" Fix: {suggestion}")
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print("\n" + "=" * 60)
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print("Options:")
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print(" 1. Use get_hermes_home(), os.environ['HOME'], or relative paths")
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print(" 2. Add # noqa: hardcoded-path-ok to the line for legitimate cases")
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print("")
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sys.exit(1)
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sys.exit(0)
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if __name__ == "__main__":
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main()
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127
tests/test_path_guard.py
Normal file
127
tests/test_path_guard.py
Normal file
@@ -0,0 +1,127 @@
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"""Tests for tools/path_guard.py — poka-yoke hardcoded path detection."""
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import os
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import tempfile
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from pathlib import Path
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import pytest
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from tools.path_guard import (
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PathGuardError,
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scan_directory,
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scan_file_for_violations,
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validate_path,
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validate_tool_paths,
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)
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class TestValidatePath:
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"""Runtime path validation."""
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def test_valid_relative_path(self):
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assert validate_path("tools/file_tools.py") == "tools/file_tools.py"
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def test_valid_absolute_path(self):
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assert validate_path("/tmp/test.txt") == "/tmp/test.txt"
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def test_valid_hermes_home(self):
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assert validate_path(os.path.expanduser("~/.hermes/config.yaml")) is not None
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def test_reject_users_hardcoded(self):
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with pytest.raises(PathGuardError, match="/Users/"):
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validate_path("/Users/someone_else/.hermes/config")
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def test_reject_home_hardcoded(self):
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with pytest.raises(PathGuardError, match="/home/"):
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validate_path("/home/user/.hermes/config")
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def test_empty_path(self):
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assert validate_path("") == ""
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assert validate_path(None) is None
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def test_non_string(self):
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assert validate_path(42) == 42
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class TestValidateToolPaths:
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"""Batch path validation."""
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def test_all_valid(self):
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paths = ["tools/file.py", "/tmp/x.txt", "relative/path.py"]
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assert validate_tool_paths(paths) == paths
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def test_mixed_invalid(self):
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with pytest.raises(PathGuardError):
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validate_tool_paths(["tools/file.py", "/Users/someone_else/secret.txt"])
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def test_skips_non_strings(self):
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assert validate_tool_paths([None, 42, "valid.py"]) == ["valid.py"]
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class TestScanFileForViolations:
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"""Static file scanning."""
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def test_clean_file(self, tmp_path):
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f = tmp_path / "clean.py"
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f.write_text("import os\nHOME = os.environ['HOME']\n")
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assert scan_file_for_violations(str(f)) == []
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def test_hardcoded_users(self, tmp_path):
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f = tmp_path / "bad.py"
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f.write_text("CONFIG = '/Users/apayne/.hermes/config.yaml'\n")
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violations = scan_file_for_violations(str(f))
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assert len(violations) == 1
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assert "/Users/<name>/" in violations[0][2]
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def test_hardcoded_home(self, tmp_path):
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f = tmp_path / "bad2.py"
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f.write_text("PATH = '/home/deploy/.hermes/state.db'\n")
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violations = scan_file_for_violations(str(f))
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assert len(violations) == 1
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assert "/home/<name>/" in violations[0][2]
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def test_tilde_in_expanduser_ok(self, tmp_path):
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f = tmp_path / "ok.py"
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f.write_text("p = os.path.expanduser('~/.hermes/config')\n")
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assert scan_file_for_violations(str(f)) == []
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def test_tilde_in_display_ok(self, tmp_path):
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f = tmp_path / "ok2.py"
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f.write_text('print("~/config saved")\n')
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assert scan_file_for_violations(str(f)) == []
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def test_noqa_escape(self, tmp_path):
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f = tmp_path / "noqa.py"
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f.write_text("PATH = '/Users/apayne/test' # noqa: hardcoded-path-ok\n")
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assert scan_file_for_violations(str(f)) == []
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def test_comments_skipped(self, tmp_path):
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f = tmp_path / "comment.py"
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f.write_text("# PATH = '/Users/apayne/test'\n")
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assert scan_file_for_violations(str(f)) == []
|
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|
||||
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class TestScanDirectory:
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"""Directory scanning."""
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|
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def test_clean_tree(self, tmp_path):
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(tmp_path / "clean.py").write_text("import os\n")
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(tmp_path / "sub").mkdir()
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(tmp_path / "sub" / "also_clean.py").write_text("x = 1\n")
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assert scan_directory(str(tmp_path)) == []
|
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|
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def test_finds_violations(self, tmp_path):
|
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(tmp_path / "bad.py").write_text("P = '/Users/x/.hermes'\n")
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results = scan_directory(str(tmp_path))
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assert len(results) == 1
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assert results[0][0].endswith("bad.py")
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def test_skips_tests(self, tmp_path):
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(tmp_path / "test_something.py").write_text("P = '/Users/x/.hermes'\n")
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assert scan_directory(str(tmp_path)) == []
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|
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def test_skips_pycache(self, tmp_path):
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cache = tmp_path / "__pycache__"
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cache.mkdir()
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(cache / "cached.py").write_text("P = '/Users/x/.hermes'\n")
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assert scan_directory(str(tmp_path)) == []
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||||
165
tools/path_guard.py
Normal file
165
tools/path_guard.py
Normal file
@@ -0,0 +1,165 @@
|
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"""
|
||||
tools/path_guard.py — Poka-yoke: Prevent hardcoded home-directory paths.
|
||||
|
||||
Validates file paths before tool execution to prevent the latent defect
|
||||
of hardcoded paths like /Users/<name>/, /home/<name>/, or ~/ in code
|
||||
that gets committed or in runtime arguments.
|
||||
|
||||
Usage:
|
||||
from tools.path_guard import validate_path, scan_for_violations
|
||||
|
||||
# Runtime check
|
||||
validate_path("/Users/apayne/.hermes/config") # noqa: hardcoded-path-ok # raises PathGuardError
|
||||
|
||||
# Pre-commit scan
|
||||
violations = scan_for_violations("tools/file_tools.py")
|
||||
"""
|
||||
|
||||
import os
|
||||
import re
|
||||
from pathlib import Path
|
||||
from typing import List, Tuple
|
||||
|
||||
# ── Patterns ────────────────────────────────────────────────────────
|
||||
|
||||
# Matches hardcoded home-directory paths in string content
|
||||
HARDCODED_PATH_PATTERNS = [
|
||||
# /Users/<name>/... (macOS)
|
||||
(re.compile(r"""['"]/(Users)/[\w.-]+/"""), "/Users/<name>/"),
|
||||
# /home/<name>/... (Linux)
|
||||
(re.compile(r"""['"]/home/[\w.-]+/"""), "/home/<name>/"),
|
||||
# Bare ~/... (unexpanded tilde in code — NOT in expanduser() calls)
|
||||
(re.compile(r"""['"]~/[^'"]+['"]"""), "~/..."), # noqa: hardcoded-path-ok
|
||||
# /root/... (Linux root home)
|
||||
(re.compile(r"""['"]/root/['"]"""), "/root/"), # noqa: hardcoded-path-ok
|
||||
]
|
||||
|
||||
# Allowed contexts where ~/ is fine
|
||||
SAFE_TILDE_CONTEXTS = re.compile(
|
||||
r"""expanduser|display_path|relpath|os\.path|Path\(|str\(.*home|"""
|
||||
r"""noqa:\s*hardcoded-path-ok|""" # explicit escape hatch
|
||||
r"""\bprint\(|f['"]|\.format\(|""" # display/formatting contexts
|
||||
r"""["']~/["']\s*$""", # just displaying ~/ as prefix
|
||||
re.VERBOSE,
|
||||
)
|
||||
|
||||
|
||||
class PathGuardError(Exception):
|
||||
"""Raised when a hardcoded home-directory path is detected."""
|
||||
|
||||
def __init__(self, path: str, pattern_name: str, suggestion: str):
|
||||
self.path = path
|
||||
self.pattern_name = pattern_name
|
||||
self.suggestion = suggestion
|
||||
super().__init__(
|
||||
f"Hardcoded path detected: {path} matches {pattern_name}. "
|
||||
f"Suggestion: {suggestion}. "
|
||||
f"Use get_hermes_home(), os.environ['HOME'], or annotate with "
|
||||
f" # noqa: hardcoded-path-ok for legitimate cases."
|
||||
)
|
||||
|
||||
|
||||
# ── Runtime Validation ──────────────────────────────────────────────
|
||||
|
||||
def validate_path(path: str) -> str:
|
||||
"""
|
||||
Validate a file path for hardcoded home directories.
|
||||
Returns the path if valid, raises PathGuardError if not.
|
||||
|
||||
This is meant to be called in tool wrappers (write_file, execute_code)
|
||||
before executing operations with user-supplied paths.
|
||||
|
||||
Note: At runtime, paths from os.path.expanduser() will resolve to
|
||||
/Users/<name>/... — this is expected and allowed. The guard catches
|
||||
paths that were LITERALLY hardcoded in source code or tool arguments
|
||||
that look like they came from a different machine (e.g., a path
|
||||
containing a different username than the current user).
|
||||
"""
|
||||
if not path or not isinstance(path, str):
|
||||
return path
|
||||
|
||||
# At runtime, expanded paths matching current HOME are fine
|
||||
home = os.environ.get("HOME", "")
|
||||
if home and path.startswith(home):
|
||||
return path
|
||||
|
||||
# Check for hardcoded /Users/<name>/ (macOS) — but not current user
|
||||
if re.match(r"^/Users/[\w.-]+/", path):
|
||||
raise PathGuardError(
|
||||
path, "/Users/<name>/",
|
||||
f"Use $HOME or os.path.expanduser('~') instead. "
|
||||
f"Got: {path}"
|
||||
)
|
||||
|
||||
# Check for hardcoded /home/<name>/ (Linux)
|
||||
if re.match(r"^/home/[\w.-]+/", path):
|
||||
raise PathGuardError(
|
||||
path, "/home/<name>/",
|
||||
f"Use $HOME or os.path.expanduser('~') instead. "
|
||||
f"Got: {path}"
|
||||
)
|
||||
|
||||
return path
|
||||
|
||||
|
||||
def validate_tool_paths(paths: list) -> list:
|
||||
"""
|
||||
Validate multiple paths (e.g., from tool arguments).
|
||||
Returns validated list. Raises PathGuardError on first violation.
|
||||
"""
|
||||
return [validate_path(p) for p in paths if isinstance(p, str)]
|
||||
|
||||
|
||||
# ── File Scanning (Pre-commit / CI) ────────────────────────────────
|
||||
|
||||
def scan_file_for_violations(filepath: str) -> List[Tuple[int, str, str, str]]:
|
||||
"""
|
||||
Scan a Python file for hardcoded home-directory path patterns.
|
||||
Returns list of (line_number, line_content, pattern_name, suggestion).
|
||||
"""
|
||||
violations = []
|
||||
try:
|
||||
with open(filepath) as f:
|
||||
for lineno, line in enumerate(f, 1):
|
||||
# Skip comments and noqa lines
|
||||
stripped = line.strip()
|
||||
if stripped.startswith("#"):
|
||||
continue
|
||||
if "noqa: hardcoded-path-ok" in line:
|
||||
continue
|
||||
|
||||
for pattern, name in HARDCODED_PATH_PATTERNS:
|
||||
if pattern.search(line):
|
||||
# Special case: ~/ in expanduser/display context is OK
|
||||
if name == "~/..." and SAFE_TILDE_CONTEXTS.search(line): # noqa: hardcoded-path-ok
|
||||
continue
|
||||
violations.append((lineno, line.rstrip(), name,
|
||||
f"Use get_hermes_home(), os.environ['HOME'], or add # noqa: hardcoded-path-ok"))
|
||||
except (IOError, UnicodeDecodeError):
|
||||
pass
|
||||
return violations
|
||||
|
||||
|
||||
def scan_directory(root: str, extensions: tuple = (".py",)) -> List[Tuple[str, List]]:
|
||||
"""
|
||||
Scan a directory tree for hardcoded path violations.
|
||||
Returns list of (filepath, violations) tuples.
|
||||
"""
|
||||
results = []
|
||||
for dirpath, _, filenames in os.walk(root):
|
||||
# Skip hidden dirs, __pycache__, venv, test dirs
|
||||
skip_dirs = {"__pycache__", ".git", "venv", "node_modules", ".hermes"}
|
||||
if any(s in dirpath for s in skip_dirs):
|
||||
continue
|
||||
|
||||
for fname in filenames:
|
||||
if not fname.endswith(extensions):
|
||||
continue
|
||||
# Skip test files (they may legitimately have paths)
|
||||
if fname.startswith("test_") or "/tests/" in dirpath:
|
||||
continue
|
||||
fpath = os.path.join(dirpath, fname)
|
||||
violations = scan_file_for_violations(fpath)
|
||||
if violations:
|
||||
results.append((fpath, violations))
|
||||
return results
|
||||
Reference in New Issue
Block a user