#!/usr/bin/env python3 """ s07: Skill Loading — two-level on-demand knowledge injection. Layer 1 (cheap, always present): SYSTEM prompt includes skill names + one-line descriptions (~100 tokens/skill) "Skills available: agent-builder, code-review, mcp-builder, pdf" Layer 2 (expensive, on demand): Agent calls load_skill("code-review") → full SKILL.md content injected via tool_result (~2000 tokens/skill) skills/ agent-builder/SKILL.md code-review/SKILL.md mcp-builder/SKILL.md pdf/SKILL.md Changes from s06: + build_system() — scan skills/ dir at startup, inject catalog into SYSTEM + load_skill(name) — return full SKILL.md content via tool_result + SKILLS_DIR config Loop unchanged: load_skill auto-dispatches via TOOL_HANDLERS. Run: python s07_skill_loading/code.py Needs: pip install anthropic python-dotenv pyyaml + ANTHROPIC_API_KEY in .env """ import os, subprocess from pathlib import Path import yaml 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() SKILLS_DIR = WORKDIR / "skills" client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL")) MODEL = os.environ["MODEL_ID"] CURRENT_TODOS: list[dict] = [] # s07: Skill catalog scan (used by build_system below) def _parse_frontmatter(text: str) -> tuple[dict, str]: """Parse YAML frontmatter from SKILL.md. Returns (meta, body).""" if not text.startswith("---"): return {}, text parts = text.split("---", 2) if len(parts) < 3: return {}, text try: meta = yaml.safe_load(parts[1]) or {} except yaml.YAMLError: meta = {} return meta, parts[2].strip() # Build skill registry at startup (used for safe lookup in load_skill) SKILL_REGISTRY: dict[str, dict] = {} def _scan_skills(): """Scan skills/ dir, populate SKILL_REGISTRY with name/description/content.""" if not SKILLS_DIR.exists(): return for d in sorted(SKILLS_DIR.iterdir()): if not d.is_dir(): continue manifest = d / "SKILL.md" if manifest.exists(): raw = manifest.read_text() meta, body = _parse_frontmatter(raw) name = meta.get("name", d.name) desc = meta.get("description", raw.split("\n")[0].lstrip("#").strip()) SKILL_REGISTRY[name] = {"name": name, "description": desc, "content": raw} _scan_skills() def list_skills() -> str: """List all skills (name + one-line description).""" if not SKILL_REGISTRY: return "(no skills found)" return "\n".join(f"- **{s['name']}**: {s['description']}" for s in SKILL_REGISTRY.values()) # s07: SYSTEM includes skill catalog (cheap — just names + descriptions) def build_system() -> str: """Build SYSTEM prompt with skill catalog injected at startup.""" catalog = list_skills() return ( f"You are a coding agent at {WORKDIR}. " f"Skills available:\n{catalog}\n" "Use load_skill to get full details when needed." ) SYSTEM = build_system() # s07: subagent gets its own system prompt — no skill loading, no task SUB_SYSTEM = ( f"You are a coding agent at {WORKDIR}. " "Complete the task you were given, then return a concise summary. " "Do not delegate further." ) # ═══════════════════════════════════════════════════════════ # FROM s02-s06 (unchanged): Tool Implementations # ═══════════════════════════════════════════════════════════ def safe_path(p: str) -> Path: path = (WORKDIR / p).resolve() if not path.is_relative_to(WORKDIR): raise ValueError(f"Path escapes workspace: {p}") return path def run_bash(command: str) -> str: try: r = subprocess.run(command, shell=True, cwd=WORKDIR, capture_output=True, text=True, timeout=120) out = (r.stdout + r.stderr).strip() return out[:50000] if out else "(no output)" except subprocess.TimeoutExpired: return "Error: Timeout (120s)" def run_read(path: str, limit: int | None = None) -> str: try: lines = safe_path(path).read_text().splitlines() if limit and limit < len(lines): lines = lines[:limit] + [f"... ({len(lines) - limit} more lines)"] return "\n".join(lines) except Exception as e: return f"Error: {e}" def run_write(path: str, content: str) -> str: try: file_path = safe_path(path) file_path.parent.mkdir(parents=True, exist_ok=True) file_path.write_text(content) return f"Wrote {len(content)} bytes to {path}" except Exception as e: return f"Error: {e}" def run_edit(path: str, old_text: str, new_text: str) -> str: try: file_path = safe_path(path) text = file_path.read_text() if old_text not in text: return f"Error: text not found in {path}" file_path.write_text(text.replace(old_text, new_text, 1)) return f"Edited {path}" except Exception as e: return f"Error: {e}" def run_glob(pattern: str) -> str: import glob as g try: results = [] for match in g.glob(pattern, root_dir=WORKDIR): if (WORKDIR / match).resolve().is_relative_to(WORKDIR): results.append(match) return "\n".join(results) if results else "(no matches)" except Exception as e: return f"Error: {e}" def run_todo_write(todos: list) -> str: global CURRENT_TODOS for i, t in enumerate(todos): if "content" not in t or "status" not in t: return f"Error: todos[{i}] missing 'content' or 'status'" if t["status"] not in ("pending", "in_progress", "completed"): return f"Error: todos[{i}] has invalid status '{t['status']}'" CURRENT_TODOS = todos lines = ["\n\033[33m## Current Tasks\033[0m"] for t in CURRENT_TODOS: icon = {"pending": " ", "in_progress": "\033[36m▸\033[0m", "completed": "\033[32m✓\033[0m"}[t["status"]] lines.append(f" [{icon}] {t['content']}") print("\n".join(lines)) return f"Updated {len(CURRENT_TODOS)} tasks" def extract_text(content) -> str: if not isinstance(content, list): return str(content) return "\n".join(getattr(b, "text", "") for b in content if getattr(b, "type", None) == "text") # ═══════════════════════════════════════════════════════════ # FROM s06 (unchanged): Subagent # ═══════════════════════════════════════════════════════════ SUB_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"}}, "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 in a file 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 matching a glob pattern.", "input_schema": {"type": "object", "properties": {"pattern": {"type": "string"}}, "required": ["pattern"]}}, ] SUB_HANDLERS = {"bash": run_bash, "read_file": run_read, "write_file": run_write, "edit_file": run_edit, "glob": run_glob} def spawn_subagent(description: str) -> str: print(f"\n\033[35m[Subagent spawned]\033[0m") messages = [{"role": "user", "content": description}] for _ in range(30): response = client.messages.create(model=MODEL, system=SUB_SYSTEM, messages=messages, tools=SUB_TOOLS, max_tokens=8000) messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": break results = [] for block in response.content: if block.type == "tool_use": blocked = trigger_hooks("PreToolUse", block) if blocked: results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(blocked)}) continue handler = SUB_HANDLERS.get(block.name) output = handler(**block.input) if handler else f"Unknown: {block.name}" trigger_hooks("PostToolUse", block, output) print(f" \033[90m[sub] {block.name}: {str(output)[:100]}\033[0m") results.append({"type": "tool_result", "tool_use_id": block.id, "content": output}) messages.append({"role": "user", "content": results}) result = extract_text(messages[-1]["content"]) if not result: for msg in reversed(messages): if msg["role"] == "assistant": result = extract_text(msg["content"]) if result: break if not result: result = "Subagent stopped after 30 turns without final answer." print(f"\033[35m[Subagent done]\033[0m") return result # ═══════════════════════════════════════════════════════════ # NEW in s07: load_skill — runtime full content loading # ═══════════════════════════════════════════════════════════ def load_skill(name: str) -> str: """Load full skill content. Lookup via registry — no path traversal.""" skill = SKILL_REGISTRY.get(name) if not skill: return f"Skill not found: {name}" return skill["content"] # ═══════════════════════════════════════════════════════════ # Tool Registry — all tools from s02-s07 # ═══════════════════════════════════════════════════════════ 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 in a file 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 matching a glob pattern.", "input_schema": {"type": "object", "properties": {"pattern": {"type": "string"}}, "required": ["pattern"]}}, {"name": "todo_write", "description": "Create and manage a task list for your current coding session.", "input_schema": {"type": "object", "properties": {"todos": {"type": "array", "items": {"type": "object", "properties": {"content": {"type": "string"}, "status": {"type": "string", "enum": ["pending", "in_progress", "completed"]}}, "required": ["content", "status"]}}}, "required": ["todos"]}}, {"name": "task", "description": "Launch a subagent to handle a complex subtask. Returns only the final conclusion.", "input_schema": {"type": "object", "properties": {"description": {"type": "string"}}, "required": ["description"]}}, # s07: skill tool (catalog is already in SYSTEM prompt, this loads full content) {"name": "load_skill", "description": "Load the full content of a skill by name.", "input_schema": {"type": "object", "properties": {"name": {"type": "string"}}, "required": ["name"]}}, ] TOOL_HANDLERS = { "bash": run_bash, "read_file": run_read, "write_file": run_write, "edit_file": run_edit, "glob": run_glob, "todo_write": run_todo_write, "task": spawn_subagent, "load_skill": load_skill, } # ═══════════════════════════════════════════════════════════ # FROM s04 (unchanged): Hook System # ═══════════════════════════════════════════════════════════ HOOKS = {"UserPromptSubmit": [], "PreToolUse": [], "PostToolUse": [], "Stop": []} 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 DENY_LIST = ["rm -rf /", "sudo", "shutdown", "reboot", "mkfs", "dd if="] def permission_hook(block): if block.name == "bash": for p in DENY_LIST: if p in block.input.get("command", ""): print(f"\n\033[31m⛔ Blocked: '{p}'\033[0m") return "Permission denied" return None def log_hook(block): print(f"\033[90m[HOOK] {block.name}\033[0m") return None def context_inject_hook(query: str): print(f"\033[90m[HOOK] UserPromptSubmit: working in {WORKDIR}\033[0m") return None def summary_hook(messages: list): tool_count = sum(1 for m in messages for b in (m.get("content") if isinstance(m.get("content"), list) else []) if isinstance(b, dict) and b.get("type") == "tool_result") print(f"\033[90m[HOOK] Stop: session used {tool_count} tool calls\033[0m") return None register_hook("UserPromptSubmit", context_inject_hook) register_hook("PreToolUse", permission_hook) register_hook("PreToolUse", log_hook) register_hook("Stop", summary_hook) # ═══════════════════════════════════════════════════════════ # agent_loop — same as s05-s06 + nag reminder # ═══════════════════════════════════════════════════════════ rounds_since_todo = 0 def agent_loop(messages: list): global rounds_since_todo while True: if rounds_since_todo >= 3 and messages: messages.append({"role": "user", "content": "Update your todos."}) rounds_since_todo = 0 response = client.messages.create( model=MODEL, system=SYSTEM, messages=messages, tools=TOOLS, max_tokens=8000, ) messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": force = trigger_hooks("Stop", messages) if force: messages.append({"role": "user", "content": force}) continue return rounds_since_todo += 1 results = [] for block in response.content: if block.type != "tool_use": continue blocked = trigger_hooks("PreToolUse", block) if blocked: results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(blocked)}) continue handler = TOOL_HANDLERS.get(block.name) output = handler(**block.input) if handler else f"Unknown: {block.name}" trigger_hooks("PostToolUse", block, output) if block.name == "todo_write": rounds_since_todo = 0 results.append({"type": "tool_result", "tool_use_id": block.id, "content": output}) messages.append({"role": "user", "content": results}) if __name__ == "__main__": print("s07: Skill Loading — catalog in SYSTEM, content on demand") print("Type a question, press Enter. Type q to quit.\n") history = [] while True: try: query = input("\033[36ms07 >> \033[0m") 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]["content"]: if getattr(block, "type", None) == "text": print(block.text) print()