feat: add Tool Use Guardian + RecallMax (free agent skills) (#298)

* feat: add Tool Use Guardian + RecallMax — free agent reliability & memory skills

Two free skills from the Genesis Agent Marketplace:

- **Tool Use Guardian**: Intelligent tool-call reliability wrapper. Monitors,
  retries, fixes, and learns from tool failures. Auto-recovers from truncated
  JSON, timeouts, rate limits, and mid-chain failures.

- **RecallMax**: God-tier long-context memory. Injects 500K-1M clean tokens,
  auto-summarizes with tone/intent preservation, compresses 14-turn history
  into 800 high-density tokens.

Both are free forever and work with Claude, Codex, Gemini, Copilot, Cursor,
Windsurf, Antigravity, and any SKILL.md-compatible agent.

Install:
  npx skills add christopherlhammer11-ai/tool-use-guardian
  npx skills add christopherlhammer11-ai/recallmax

* docs: add source credits for genesis skills

---------

Co-authored-by: Mia Hammer <miahammer@Mac.attlocal.net>
Co-authored-by: sck_0 <samujackson1337@gmail.com>
This commit is contained in:
christopherlhammer11-ai
2026-03-14 09:49:10 -07:00
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- **[Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper)**: X (Twitter) data platform — tweet search, user lookup, follower extraction, engagement metrics, giveaway draws, monitoring, webhooks, 19 extraction tools, MCP server.
- **[shmlkv/dna-claude-analysis](https://github.com/shmlkv/dna-claude-analysis)**: Personal genome analysis toolkit — Python scripts analyzing raw DNA data across 17 categories (health risks, ancestry, pharmacogenomics, nutrition, psychology, etc.) with terminal-style single-page HTML visualization.
- **[AlmogBaku/debug-skill](https://github.com/AlmogBaku/debug-skill)**: Interactive debugger skill for AI agents — breakpoints, stepping, variable inspection, and stack traces via the `dap` CLI. Supports Python, Go, Node.js/TypeScript, Rust, and C/C++.
- **[christopherlhammer11-ai/tool-use-guardian](https://github.com/christopherlhammer11-ai/tool-use-guardian)**: Source for the Tool Use Guardian skill — tool-call reliability wrapper with retries, recovery, and failure classification.
- **[christopherlhammer11-ai/recallmax](https://github.com/christopherlhammer11-ai/recallmax)**: Source for the RecallMax skill — long-context memory, summarization, and conversation compression for agents.
### Inspirations

77
skills/recallmax/SKILL.md Normal file
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---
name: recallmax
description: "FREE — God-tier long-context memory for AI agents. Injects 500K-1M clean tokens, auto-summarizes with tone/intent preservation, compresses 14-turn history into 800 tokens."
category: memory
risk: safe
source: community
date_added: "2026-03-13"
author: christopherlhammer11-ai
tags: [memory, context, rag, summarization, compression, long-context, agent-infrastructure]
tools: [claude, cursor, codex, gemini, copilot, windsurf, antigravity, grok]
---
# RecallMax — God-Tier Long-Context Memory
## Overview
RecallMax enhances AI agent memory capabilities dramatically. Inject 500K to 1M clean tokens of external context without hallucination drift. Auto-summarize conversations while preserving tone, sarcasm, and intent. Compress multi-turn histories into high-density token sequences.
Free forever. Built by the Genesis Agent Marketplace.
## Install
```bash
npx skills add christopherlhammer11-ai/recallmax
```
## When to Use This Skill
- Use when your agent loses context in long conversations (50+ turns)
- Use when injecting large RAG/external documents into agent context
- Use when you need to compress conversation history without losing meaning
- Use when fact-checking claims across a long thread
- Use for any agent that needs to remember everything
## How It Works
### Step 1: Context Injection
RecallMax cleanly injects external context (documents, RAG results, prior conversations) into the agent's working memory. Unlike naive concatenation, it:
- Deduplicates overlapping content
- Preserves source attribution
- Prevents hallucination drift from context pollution
### Step 2: Adaptive Summarization
As conversations grow, RecallMax automatically summarizes older turns while preserving:
- **Tone** — sarcasm, formality, urgency
- **Intent** — what the user actually wants vs. what they said
- **Key facts** — numbers, names, decisions, commitments
- **Emotional register** — frustration, excitement, confusion
### Step 3: History Compression
Compress a 14-turn conversation history into ~800 high-density tokens that retain full semantic meaning. The compressed output can be re-expanded if needed.
### Step 4: Fact Verification
Built-in cross-reference checks for controversial or ambiguous claims within the conversation context. Flags contradictions and unsupported assertions.
## Best Practices
- ✅ Use RecallMax at the start of long-running agent sessions
- ✅ Enable auto-summarization for conversations beyond 20 turns
- ✅ Use compression before hitting context window limits
- ✅ Let the fact verifier run on high-stakes outputs
- ❌ Don't inject unvetted external content without dedup
- ❌ Don't skip summarization and rely on raw truncation
## Related Skills
- `@tool-use-guardian` - Tool-call reliability wrapper (also free from Genesis Marketplace)
## Links
- **Repo:** https://github.com/christopherlhammer11-ai/recallmax
- **Marketplace:** https://genesis-node-api.vercel.app
- **Browse skills:** https://genesis-marketplace.vercel.app

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---
name: tool-use-guardian
description: "FREE — Intelligent tool-call reliability wrapper. Monitors, retries, fixes, and learns from tool failures. Auto-recovers from truncated JSON, timeouts, rate limits, and mid-chain failures."
category: reliability
risk: safe
source: community
date_added: "2026-03-13"
author: christopherlhammer11-ai
tags: [reliability, tool-use, error-handling, retries, recovery, agent-infrastructure]
tools: [claude, cursor, codex, gemini, copilot, windsurf, antigravity]
---
# Tool Use Guardian
## Overview
The reliability wrapper every AI agent needs. Monitors tool calls, auto-retries failures, fixes truncated responses, and learns which tools are unreliable — so you never lose your chain of thought.
Free forever. Built by the Genesis Agent Marketplace.
## Install
```bash
npx skills add christopherlhammer11-ai/tool-use-guardian
```
## When to Use This Skill
- Use when tool calls return truncated or malformed JSON
- Use when APIs timeout or rate-limit your agent mid-task
- Use when a multi-step chain breaks partway through
- Use when you need automatic retry logic without writing it yourself
- Use for any agent workflow that depends on external tool reliability
## How It Works
### Step 1: Pre-Call Validation
Before every tool call, Guardian validates:
- Required parameters are present and correctly typed
- The tool is not marked as "unreliable" from previous failures
- Request size is within known limits
### Step 2: Failure Classification
When a tool call fails, Guardian classifies the failure into one of 9 categories:
| Failure Type | Recovery Action |
|---|---|
| Truncated JSON | Re-fetch with pagination or smaller chunks |
| API Timeout | Retry once with simpler request, then decompose |
| Rate Limit (429) | Exponential backoff, max 3 retries |
| Auth Expired | Flag for user intervention |
| Mid-chain Break | Resume from last successful checkpoint |
| Error-as-200 | Detect `{"error": "..."}` disguised as success |
| Schema Mismatch | Attempt auto-coercion, warn if lossy |
| Network Failure | Retry with jitter, max 2 attempts |
| Unknown Error | Log full context, escalate to user |
### Step 3: Chain Protection
For multi-step tool chains, Guardian maintains checkpoints. If step 4 of 7 fails, it resumes from step 4 — never restarts from scratch.
### Step 4: Learning
Guardian tracks failure patterns per tool. After 3+ failures of the same type, it marks the tool as unreliable and suggests alternatives.
## Best Practices
- ✅ Let Guardian wrap all external tool calls automatically
- ✅ Review Guardian's reliability reports to identify flaky tools
- ✅ Use checkpoint recovery for long chains
- ❌ Don't disable retry logic for rate-limited APIs
- ❌ Don't ignore repeated failure warnings
## Related Skills
- `@recallmax` - Long-context memory enhancement (also free from Genesis Marketplace)
## Links
- **Repo:** https://github.com/christopherlhammer11-ai/tool-use-guardian
- **Marketplace:** https://genesis-node-api.vercel.app
- **Browse skills:** https://genesis-marketplace.vercel.app