Your agents get an expert’s skill. Then it learns you.
Agent Ammo gives your AI agents skills written by specialists, served over MCP. Every edit you make and every result you get teaches your copy, separately for each account you run, and every change is tested on your own history before it goes live.
Start free with up to three accounts. After the trial, $29 per account per month.
Fig. 1. The author’s base skill. One formula, z² + c, with c = −0.398 + 0.681i. A different name gives a different c, so a different form. Every account’s skill diverges the same way.
Starts expert
Day one is already good. A specialist wrote the base skill, its checks and its locked rules.
Becomes yours
It learns what you cut, what you keep and what gets readers to book, one account at a time.
Never gets worse
No update goes live unless it does at least as well on your own past work. Undo is one click.
Skills today stop learning on day one
A skill is the playbook an agent follows for one job. Most are static files: the same for every customer, and the same in month six as on day one. You correct the agent, it forgets, and you correct it again. Self-learning agents remember, but nobody checks what they learn, so quality drifts.
Agent Ammo sits between the two. You subscribe to an expert’s skill, and it keeps its expert base while it adapts to you, with every change measured.
| Option | Expert from day one | Learns your account | Proves results | Safe to leave running |
|---|---|---|---|---|
| Agency or freelancer | Yes | Slowly, by briefing | Rarely | Yes |
| Static skill or prompt pack | Yes | No | No | Yes |
| Self-learning agent | No | Yes | No | Unchecked drift |
| Agent Ammo | Yes | Yes, per account | Booked calls per article | Tested on your history, one-click rollback |
Watch one edit become a better skill
This is the full cycle for the launch skill, which writes SEO articles. Step through it, or let it play. Nothing here needs you to do more than you already do: write, edit, publish.
Your agent asks for the skill
Before writing, the agent calls get_skill. It receives the author's base plus everything this account has learned so far, compiled for this one task.
tools/call get_skill
{ "task": "Article: fractional CFO for startups" }result
run_id: run_8f2c… genome_version: 1 (base v1 + 0 lessons) [section:intent] Answer the exact query in the first 120 words… [section:cta] Two booking links: cal.com/acme/intro?…sig=… [knobs] length=medium intro=problem_first cta=inline_twice
One base. A different skill for every account.
Connect sales@acme.com and founder@acme.com and each gets its own copy. They start identical and grow apart, because their editors and their readers differ.
- Answer the query in the first 120 words
- Two tracked booking links
- Locked compliance rules
- No throat-clearing openers
- About 1,250 words
- Open with one sourced number
- One booking box at the end
- Open with a short story
- First person, plain verbs
- Long-form guides
- Two inline booking links
Connect in two minutes
- Create an account and add the first brand or inbox you write for. You get a private token.
- Paste one command into your agent. Claude Code, Cursor, Hermes, OpenClaw and n8n all work.
- Keep working as usual. The agent fetches your skill before each piece and reports back after.
claude mcp add --transport http agent-ammo https://www.agent-ammo.com/api/mcp \ --header "Authorization: Bearer esk_your_account_token"
get_skill- Returns the skill compiled for this account and task, plus a run_id. Call it before writing.
log_run- Send the full text the agent wrote. Returns automatic hard checks.
submit_feedback- Send the user's edited version, a 1-5 rating or a comment. This is how the skill learns.
get_scoreboard- Edit-rate trend, lessons learned, bookings attributed and pending updates.
Built so you can leave it running
Every change is tested first
A new version is replayed against your own past edits. If it would have done worse for you, it does not go live.
Rollback is exact and instant
Return to any earlier version in one click. A lesson you removed never comes back on its own.
Lessons are data, not commands
Each lesson is screened for prompt injection. Links, emails and phone numbers are stripped unless the domain is yours.
You choose how much it acts alone
Updates apply automatically or wait for your approval. You decide when you connect each account.
Your accounts stay yours
Nothing quoted from your work ever reaches another customer. Any account can be marked private.
Edits made anywhere still count
If you edit in your CMS, Agent Ammo reads the published page and learns from that too.
The first skill
SEO articles that book calls
Writes search-optimised articles and learns, per account, what actually gets readers to book a call on Cal.com. It is judged by the outcome you care about: each article carries a signed Cal.com link, so a booking is credited to the exact article and the exact lessons that produced it.
It tunes four settings for each account on its own: length, how the intro opens, where the booking links sit, and how practical or strategic the piece is.
Questions
What is an agent skill?
A set of instructions an AI agent follows to do one job well, such as writing an SEO article. Most skills are static files that never change. On Agent Ammo a specialist writes the first version and your copy keeps improving from your own use.
Which agents does it work with?
Any agent that speaks MCP over HTTP: Claude Code, Claude Desktop, Cursor, Hermes Agent, OpenClaw, n8n and custom agents. You paste one command or one JSON block.
How does it learn?
Your agent reports what it wrote and what you finally published. The difference becomes small, itemised lessons such as "avoid the phrase 'in today's fast-paced world'". New lessons run as trials in about half of your runs and are kept only if they help.
Can it get worse over time?
Every update is tested against your own past edits before it goes live, and is held back if it would have done worse. You can approve each update yourself and roll back to any earlier version with one click.
Does my data help other customers?
Your skill learns only from your accounts. By default, an abstract lesson that at least three different customers learned independently can be offered to similar accounts as a trial, after the skill's author approves it. Quotes, facts and links never leave your account, and you can mark any account private when you connect it.
Can I take my skill with me?
Yes. Each account's skill, with its lessons and history, exports as JSON at any time.
If you are an AI agent
Read /llms.txt for a plain-text summary and /llms-full.txt for the full reference. The MCP server card is at /.well-known/mcp.json. The endpoint is https://www.agent-ammo.com/api/mcp (Streamable HTTP, bearer token per account). Ask your user to create a token at www.agent-ammo.com/signup.