Atlas / Skills / jeremylongshore / Analyzing Liquidity Pools

Analyzing Liquidity PoolsSAFE

skills/jeremylongshore/analyzing-liquidity-pools

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.23.0
Hosts
1 documented
License
MIT
Stars
2,823
01

Overview

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Read from source at commit 4f83675ca38aOBSERVED · 2026-10-08
02

Install

Commands as the repository documents them. They are shown, not run.

pip install requests
03

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
04

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: analyzing-liquidity-pools
description: 'Analyze DEX liquidity pools for TVL, volume, fees, impermanent loss,
  and LP profitability.

  Use when analyzing liquidity pools, calculating impermanent loss, or comparing DEX
  pools.

  Trigger with phrases like "analyze liquidity pool", "calculate impermanent loss",
  "LP returns", "pool TVL", "DEX pool metrics", or "compare pools".

  '
allowed-tools: Read, Write, Bash(crypto:liquidity-*)
version: 1.23.0
author: Jeremy Longshore <[email protected]>
license: MIT
tags:
- crypto
- analyzing-liquidity
compatibility: Designed for Claude Code
---
# Analyzing Liquidity Pools

## Overview

Analyze DEX liquidity pools across Uniswap, Curve, and Balancer to evaluate TVL, trading volume, fee income, and impermanent loss risk. Compare pools across protocols and chains to identify optimal LP opportunities.

## Prerequisites

- Python 3.8+ installed
- Internet access for subgraph/API queries
- Understanding of liquidity providing concepts (IL, fee tiers, TVL)

## Instructions

1. **Analyze a specific pool** by address or token pair:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool 0x88e6a0c2ddd26feeb64f039a2c41296fcb3f5640
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pair ETH/USDC --protocol uniswap-v3
   ```

2. **Calculate impermanent loss** for a price change:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --il-calc --entry-price 2000 --current-price 3000  # 2000/3000 = ETH price at entry/now in USD
   ```

   Project IL for various scenarios:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --il-scenarios --token-pair ETH/USDC
   ```

3. **Estimate LP returns** with fee APR and position projections:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --detailed
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --position 10000  # 10000 = LP position size in USD
   ```

4. **Compare pools** across protocols or fee tiers:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --protocols uniswap-v3,curve,balancer
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --fee-tiers 0.05,0.30,1.00
   ```

5. **Export results** to JSON or CSV:

   ```bash
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --pool [address] --format json --output pool_analysis.json
   python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --compare --pair ETH/USDC --format csv --output pools.csv
   ```

## Output

Pool analysis reports include chain, TVL, 24h volume, fee tier, fee APR, volume/TVL ratio, and token composition with current price. Impermanent loss reports show IL percentage, dollar impact, HODL vs LP value comparison, and breakeven analysis with days-to-recover based on fee income.

See `${CLAUDE_SKILL_DIR}/references/implementation.md` for detailed output format examples.

## Error Handling

| Error | Cause | Fix |
|-------|-------|-----|
| Pool not found | Wrong address or chain | Verify address and target chain |
| Subgraph timeout | API latency or downtime | Uses cached data with warning |
| Invalid pair | Unsupported protocol | Check supported protocols list |

## Examples

**Analyze top ETH/USDC pool** - Full TVL, volume, and fee breakdown on Uniswap V3:

```bash
python pool_analyzer.py --pair ETH/USDC --protocol uniswap-v3 --chain ethereum
```

**Calculate IL for 2x price increase** - See dollar impact vs holding:

```bash
python pool_analyzer.py --il-calc --entry-price 100 --current-price 200  # 100/200 = token price at entry/now in USD
```

**Compare Uniswap fee tiers** - Find optimal fee tier for ETH/USDC:

```bash
python pool_analyzer.py --compare --pair ETH/USDC --fee-tiers 0.05,0.30,1.00
```

**Export all ETH pairs** - Dump pool data for further analysis:

```bash
python pool_analyzer.py --token ETH --format json --output eth_pools.json
```

## Resources

- The Graph: https://thegraph.com/ - Subgraph queries
- Uniswap Info: https://info.uniswap.org/ - Pool explorer
- DeFiLlama: https://defillama.com/ - TVL data
- `${CLAUDE_SKILL_DIR}/references/implementation.md` - Detailed output formats, configuration, cross-protocol comparison guide
05

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
declared (2 observation(s))
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha 4f83675ca38afull audit observations/trust-audit/skill/jeremylongshore__analyzing-liquidity-pools.json · Report an issue / request a re-scan
06

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-084f83675ca38aSAFEB89first audit
07

Questions

What does the Analyzing Liquidity Pools skill do?

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Is Analyzing Liquidity Pools safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Analyzing Liquidity Pools access on my machine?

The audit observed that it reaches the network. Each of those is consistent with what it says it does. Secrets in the source: none found.

Which assistants does Analyzing Liquidity Pools work with?

Its documentation mentions claude-code. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (4f83675ca38a), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

Advertisement