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tradingstrategy-ai/trade-executor
Transfer code from a backtesting Jupyter notebook to a Trade Executor strategy module
Agent skill
Analyzing Liquidity Pools
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Analyze DEX liquidity pools for TVL, volume, fees, impermanent loss, and LP profitability.
Install Analyzing Liquidity Pools
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-pools --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .claude/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .claude/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-poolsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-pools --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .agents/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .agents/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-pools --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .cursor/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .cursor/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/analyzing-liquidity-pools--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-pools --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .gemini/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .gemini/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-poolsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .github/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .github/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace analyzing-liquidity-pools --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/analyzing-liquidity-pools .opencode/skills/analyzing-liquidity-pools && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "analyzing-liquidity-pools" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/analyzing-liquidity-pools into .opencode/skills/analyzing-liquidity-pools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyzing-liquidity-pools", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
analyzing-liquidity-pools- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 256 words
- Files
- 12 (incl. scripts, references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Analyze DEX liquidity pools for TVL, volume, fees, impermanent loss, and LP profitability.
- Works in 5 steps: Analyze a specific pool by address or… → Calculate impermanent loss for a price… → Estimate LP returns with fee APR and… → …
- Analyzing liquidity pools
- SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 3 more sections
- Runs Python scripts from its folder; calls python
What it does
Analyzing Liquidity Pools is an agent skill from jeremylongshore/tons-of-skills-marketplace. 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".
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including scripts and reference files (for example `ARD.md`, `PRD.md` and `config/settings.yaml`). Compatibility notes: Designed for Claude Code
It sits in Business, Finance & HR. It works with Uniswap. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- Analyzing liquidity pools
- Calculating impermanent loss
- Comparing DEX pools
- With phrases like analyze liquidity pool
Example prompts
- “analyze liquidity pool”
- “calculate impermanent loss”
- “LP returns”
- “/analyzing-liquidity-pools”
Requirements
- Python 3
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Write, Bash(crypto:liquidity-*)
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Analyze a specific pool by address or token pair
- Calculate impermanent loss for a price change
- Estimate LP returns with fee APR and position projections
- Compare pools across protocols or fee tiers
- Export results to JSON or CSV
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteBash(crypto:liquidity-*)
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 5 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
thegraph.cominfo.uniswap.orgdefillama.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Context cost
Analyzing Liquidity Pools loads about 1.1k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 256 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 256 words, ~1,065 tokens.
Download SKILL.mdSave it as
.claude/skills/analyzing-liquidity-pools/SKILL.md (or your agent's skills folder). This skill also uses 11 other files; get the full folder from GitHub.- 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-*)
- compatibility
- Designed for Claude Code
- version
- 1.23.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- crypto, analyzing-liquidity
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
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-v3Calculate 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 USDProject IL for various scenarios:
bash python ${CLAUDE_SKILL_DIR}/scripts/pool_analyzer.py --il-scenarios --token-pair ETH/USDCEstimate 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 USDCompare 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 0.05,0.30,1.00Export 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:
python pool_analyzer.py --pair ETH/USDC --protocol uniswap-v3 --chain ethereumCalculate IL for 2x price increase - See dollar impact vs holding:
python pool_analyzer.py --il-calc --entry-price 100 --current-price 200 # 100/200 = token price at entry/now in USDCompare Uniswap fee tiers - Find optimal fee tier for ETH/USDC:
python pool_analyzer.py --compare --pair ETH/USDC --fee-tiers 0.05,0.30,1.00Export all ETH pairs - Dump pool data for further analysis:
python pool_analyzer.py --token ETH --format json --output eth_pools.jsonResources
- 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
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 11 other files (scripts, references) in skills/.curated/analyzing-liquidity-pools of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- ARD.md
- PRD.md
- config/settings.yaml
- references/errors.md
- references/examples.md
- references/implementation.md
- scripts/formatters.py
- scripts/il_calculator.py
- scripts/pool_analyzer.py
- scripts/pool_fetcher.py
- scripts/pool_metrics.py
Open the folder on GitHubat commit cfae287
Compare with similar skills
Analyzing Liquidity Pools next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Analyzing Liquidity Pools this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Notebook To Strategytradingstrategy-ai/trade-executor | 160 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Building Blocksaustintgriffith/ethskills | 295 | — | ~2.9k | Automated safety check: Pass | None | |
| Oracle Flashloan Analysisquillai-network/quillshield_skills | 130 | — | ~2.8k | Automated safety check: Pass | MIT | |
| Octav APIinternet-court/internet-court-skill | 6.6k | — | ~3.8k | Automated safety check: Pass | MIT | |
| Uniswap SwapNethereum/Nethereum | 2.3k | — | ~2.1k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Analyzing Liquidity Pools
What does Analyzing Liquidity Pools do?
Analyze DEX liquidity pools for TVL, volume, fees, impermanent loss, and LP profitability. Analyzing Liquidity Pools is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze DEX liquidity pools for TVL, volume, fees, impermanent loss, and LP profitability.
When should I use Analyzing Liquidity Pools?
Analyzing Liquidity Pools fits situations like: analyzing liquidity pools; calculating impermanent loss; comparing DEX pools; with phrases like analyze liquidity pool.
How do I install Analyzing Liquidity Pools in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a claude-code`. Or copy the skill folder (skills/.curated/analyzing-liquidity-pools in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/analyzing-liquidity-pools in your project. Claude Code loads it when a task matches its description.
How do I install Analyzing Liquidity Pools in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a codex`. Or copy the skill folder (skills/.curated/analyzing-liquidity-pools in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/analyzing-liquidity-pools in your project. Codex loads it when a task matches its description.
Can I use Analyzing Liquidity Pools in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill analyzing-liquidity-pools -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyzing-liquidity-pools, .gemini/skills/analyzing-liquidity-pools, .github/skills/analyzing-liquidity-pools and .opencode/skills/analyzing-liquidity-pools in your project.
What does Analyzing Liquidity Pools need to run?
Going by SKILL.md and its folder, Analyzing Liquidity Pools needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Bash(crypto:liquidity-*). Compatibility (from SKILL.md): Designed for Claude Code.
Does Analyzing Liquidity Pools access the network?
SKILL.md names 3 domains. As links in the text: thegraph.com, info.uniswap.org and defillama.com. This is read from the text; nothing was executed.
Is Analyzing Liquidity Pools safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Analyzing Liquidity Pools use?
Analyzing Liquidity Pools is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Analyzing Liquidity Pools use?
About 1.1k tokens (SKILL.md is roughly 4.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.6k tokens, read only when the agent opens those files.
What are the alternatives to Analyzing Liquidity Pools?
Skills that share tags, products or a category with Analyzing Liquidity Pools: Notebook To Strategy (tradingstrategy-ai/trade-executor, 160 stars), Building Blocks (austintgriffith/ethskills, 295 stars), Oracle Flashloan Analysis (quillai-network/quillshield_skills, 130 stars) and Octav API (internet-court/internet-court-skill, 6.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyzing Liquidity Pools?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.