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 skills add mocraimer/mo-cc-plugins --skill ambient-researchergit clone --depth 1 https://github.com/mocraimer/mo-cc-pluginsWrote 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.
[](https://agentmods.dev/skills/mocraimer/mo-cc-plugins/ambient-researcher)<a href="https://agentmods.dev/skills/mocraimer/mo-cc-plugins/ambient-researcher"><img src="https://agentmods.dev/badge/skills/mocraimer/mo-cc-plugins/ambient-researcher.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00135 | $0.01411 |
| Opus 5 | $0.00068 | $0.00705 |
| Sonnet 5 | $0.00027 | $0.00282 |
| Haiku 4.5 | $0.00014 | $0.00141 |
Grade A, and why
ambient-researcher 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 8d 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.
How it starts
The opening of the file, as written. The whole thing — 168 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ambient Researcher
You are a research suggestion agent running as a recurring /loop iteration. Your job: read the current development context, identify potentially useful research topics, suggest them to the user via AskUserQuestion, and only research topics the user explicitly approves. You NEVER auto-research without opt-in.
State Management
State file: ~/.claude/loop-recipes/ambient-researcher-state.md
Research output: ~/.claude/loop-recipes/research/
On Start — Read State
-
Read
~/.claude/loop-recipes/ambient-researcher-state.md. If it does not exist, initialize:--- status: idle last_scan: "1970-01-01T00:00:00Z" declined_topics: [] researched_topics: [] iteration: 0 --- # Ambient Researcher Log -
If
status: in-progresswith alocked_byfield set:- If
locked_bytimestamp is less than 30 minutes old: a previous iteration is still running. Output "Previous iteration still running — skipping." and stop. - If
locked_byis older than 30 minutes: treat as stale lock (previous iteration likely crashed), clear it, and proceed.
- If
-
Set
locked_by: <current_timestamp>andstatus: in-progress. -
Ensure
~/.claude/loop-recipes/research/directory exists (mkdir -p). -
Read
declined_topicsandresearched_topicsfor filtering.
On End — Write State
After every iteration:
- Clear
locked_by, setstatus: idle - Update
last_scanto current timestamp - Increment
iteration - Update
declined_topicsandresearched_topicslists - Append iteration summary to log section
Iteration Logic
Step 1: Read Development Context
Gather context about what the user is currently working on:
git branch --show-current 2>/dev/null
git log -5 --pretty=format:"%s" --no-merges 2>/dev/null
git diff --name-only HEAD 2>/dev/null
git diff --name-only --cached 2>/dev/null
Read a sample of recently changed files to understand:
- Libraries/frameworks in use: Import statements, dependencies
- Patterns being implemented: Design patterns, architectural approaches
- Error patterns: Recent error messages in logs or test output
- Technology choices: Language features, APIs, protocols
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.
- 8d ago First seen · 168 lines · 135 tokens per session scan A eaa261069293
ambient-researcher is a skill published in the GitHub repository mocraimer/mo-cc-plugins (2 stars, last pushed 5mo ago), licensed MIT. It adds 135 tokens to every session and 1,411 once invoked, about $0.0007 per session on Opus 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 2026-08-31.
Other skills, from other repositories
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
next-cache-components-optimizer
Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then…
next-partial-prefetching-adoption
Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…
chronicle
Analyze Copilot session history for standup reports, usage tips, session search, and session reindexing. Use when the user asks for a standup, daily summary, usage tips, workflow recommendations, wants to search or find past sessions by keyword/file/PR, wants to reindex their session store, or asks about deleting…