Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/oxbshw/watch-skill/frameworksgit clone --depth 1 https://github.com/oxbshw/watch-skillWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.01203 |
| Opus 5 | $0.00000 | $0.00602 |
| Sonnet 5 | $0.00000 | $0.00241 |
| Haiku 4.5 | $0.00000 | $0.00120 |
Grade B, and why
frameworks scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
const res = await fetch("http://127.0.0.1:8748/v1/ask", { method: "POST", How it starts
The opening of the file, as written. The whole thing — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Framework adapters
MCP already covers Claude Code/Desktop, Cursor, Cline, Windsurf, Codex,
Gemini CLI, and VS Code (see the per-agent guides in this directory). For
agent frameworks, Watch Skill ships thin native adapters — three tools
(watch_video, ask_video, search_videos) wrapping the same core calls.
Adapters never add logic; everything stays in the engine.
Install the engine plus the extra for your framework:
pip install "watch-skill[langchain]" # or crewai / openai-agents / llamaindex / autogen
LangChain / LangGraph
from watch_skill.integrations.langchain import get_watch_tools
agent = create_agent(model, tools=get_watch_tools())
agent.invoke({"messages": [("user", "Watch https://youtu.be/… and summarize it")]})
Tools are langchain_core StructuredTools — anything consuming
langchain-core tools (LangGraph included) uses them unchanged.
Runnable proof: examples/09-framework-adapters/langchain_example.py.
CrewAI
from watch_skill.integrations.crewai import get_watch_tools
analyst = Agent(role="video analyst", goal="answer questions about videos",
backstory="…", tools=get_watch_tools())
Runnable proof: examples/09-framework-adapters/crewai_example.py.
OpenAI Agents SDK
from agents import Agent
from watch_skill.integrations.openai_agents import get_watch_tools
agent = Agent(name="video analyst", tools=get_watch_tools())
Runnable proof: examples/09-framework-adapters/openai_agents_example.py.
LlamaIndex
from watch_skill.integrations.llamaindex import get_watch_tools
agent = FunctionAgent(tools=get_watch_tools(), llm=llm)
Tools are llama_index.core.tools.FunctionTool objects
(verified against the LlamaIndex tools documentation; adapter unit-tested).
AutoGen (v0.4+)
from autogen_agentchat.agents import AssistantAgent
from watch_skill.integrations.autogen import get_watch_tools
agent = AssistantAgent(name="analyst", model_client=client, tools=get_watch_tools())
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 135 lines · 0 tokens per session scan B cf61128e05ac
frameworks is an agent published in the GitHub repository oxbshw/watch-skill (320 stars, last pushed 2d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,203 tokens. A static security scan graded it B with 1 finding (sends data to an external url). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other agents, from other repositories
project-auditor
Read-only health audit of the VibeFrame monorepo. Use for a periodic project review — structure, CLI/doc drift, dead code, dependency hygiene, test/lint health, and tech debt — producing a prioritized cleanup plan. Proposes actions; does not make sweeping edits.
AGENTS.motiscope
Agent "AGENTS.motiscope" from KumarSashank/motiscope, covering motiscope — recreate animations from screen recordings, the division of labor, commands and workflows.
qa-reviewer
Deterministic reviewer persona for manual agent-dispatch checks.
custom_agent
Execute a custom agent configuration by its UUID.
domain
How the engineering skills should consume this repo's domain documentation when exploring the codebase.
query_flow_agent
Query Flow Agent for data product query workflow management.