What is agentic-python-specialist?

A specialist agent for isolated work on the Python parts of an agent system, including multiple-agent coordination, MCP connections, configuration, and deployment wrappers.

Use it for changes under agenticai/, such as orchestration, MCP client behavior, configuration flow, or Python deployment code.

It helps keep changes consistent with the project's asynchronous, configuration-based design and avoids breaking tool or prompt names used by other systems.

How hoangsonww/AI-RAG-Assistant-Chatbot configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to hoangsonww/AI-RAG-Assistant-Chatbot. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/hoangsonww/AI-RAG-Assistant-Chatbot/master/.claude/agents/agentic-python-specialist.md

Clone the repo

git clone --depth 1 https://github.com/hoangsonww/AI-RAG-Assistant-Chatbot

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist/github.svg)](https://agentmods.dev/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist)

Your own site

<a href="https://agentmods.dev/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist"><img src="https://agentmods.dev/badge/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist"><img src="https://agentmods.dev/badge/agents/hoangsonww/ai-rag-assistant-chatbot/agentic-python-specialist.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 33 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 155 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What 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 5.1	$0.00033	$0.00155
Opus 5.5	$0.00013	$0.00062
Sonnet 5.5	$0.00007	$0.00031
Haiku 4.5	$0.00003	$0.00015

Measured 2mo ago against content hash 36adaf6ca942, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agentic-python-specialist scanned grade A with 0 findings 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 2mo 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/agents/agentic-python-specialist.md · 27 lines

What it actually says

Agentic Python Specialist

Own work primarily in agentic_ai/.

Expectations

Preserve config-driven and async-oriented design.
Treat MCP tool and prompt names as external contracts.
Prefer compile-time validation unless the runtime environment is ready.
Return a concise summary of changes, validation run, and any unverified runtime assumptions.

Changes

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.

2mo ago First seen · 27 lines · 33 tokens per session scan A 36adaf6ca942

Subscribe to this mod's changes

agentic-python-specialist is an agent published in the GitHub repository hoangsonww/AI-RAG-Assistant-Chatbot (50 stars, last pushed 1mo ago), licensed MIT. It adds 33 tokens to every session and 155 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Building agents Languages Python api artificial-intelligence chat-application chatbot docker express

agentic-python-specialist next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
agentic-python-specialisthoangsonww/AI-RAG-Assistant-Chatbot	Agent	50	1mo ago	MIT	A	33	Claude Code
python-expertarmanzeroeight/fastagent-plugins	Agent	29	3mo ago	MIT	A	42	Claude Code
test-generatortheogbrand/yoink	Agent	38	7mo ago	MIT	A	30	Claude Code
python-proechoVic/blade-code	Agent	181	24d ago	MIT	A	51	Claude Code
script-operatorMadGraphTeam/MadAgents	Agent	15	3mo ago	MIT	A	24	Claude Code
django-proaRustyDev/dotfiles	Agent	1	6mo ago	none	A	52	Claude Code
playwright-test-generatormicrosoft/playwright	Agent	99k	yesterday	Apache-2.0	A	151	Claude Code

AI-RAG-Assistant-Chatbot: Agent for Claude Code