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 openclawby/openclawby-skills --skill clawby-datagit clone --depth 1 https://github.com/openclawby/openclawby-skillsWrote 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/openclawby/openclawby-skills/clawby-data)<a href="https://agentmods.dev/skills/openclawby/openclawby-skills/clawby-data"><img src="https://agentmods.dev/badge/skills/openclawby/openclawby-skills/clawby-data/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/openclawby/openclawby-skills/clawby-data"><img src="https://agentmods.dev/badge/skills/openclawby/openclawby-skills/clawby-data.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00215 | $0.04618 |
| Opus 5 | $0.00108 | $0.02309 |
| Sonnet 5 | $0.00043 | $0.00924 |
| Haiku 4.5 | $0.00021 | $0.00462 |
Grade A, and why
clawby-data scanned grade A with 1 finding 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 10d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
**Works with any AI agent** — Claude Code, Codex, OpenClaw, Hermes, and anything that can run shell commands or call an HTTP API: just an API key + the catalog + plain `curl`. How it starts
The opening of the file, as written. The whole thing — 215 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Clawby Data Analysis
Fetch real financial data through the Clawby aggregated data API and analyze it. The single source of truth for every interface — its params (required · format · example) and ⚠️ pitfalls — is api/catalog/ (start at api/catalog/_index.yaml). Always read the relevant category yaml before calling. The full machine catalog is api/clawby.yaml (server-generated, versioned).
Works with any AI agent — Claude Code, Codex, OpenClaw, Hermes, and anything that can run shell commands or call an HTTP API: just an API key + the catalog + plain curl.
Quick start
# 1. Auth (once): sign in at https://www.openclawby.com/ → export CLAWBY_API_KEY=pk_xxx
# 2. Find the interface in api/catalog/<category>/ (routing table below)
# 3. Call it:
curl -s -X POST https://api.openclawby.com/api/relay \
-H "X-API-Key: $CLAWBY_API_KEY" -H "Content-Type: application/json" \
-d '{"name":"<interface name from catalog>","params":{ ... }}'
# → {source, data, credits:{remaining,used_total}}
Core workflow · Gather ALL available data first, then analyze
Completeness is the goal. A thin answer from a single source is a failure even when correct — go broad first, analyze second. Apply this to every request.
- Turn the request into a data checklist. Ask "what would a thorough analyst pull?" and list every relevant dimension. Over-collect on purpose (a stock → quote, short data, dark pool, options, financials, sentiment, peers; a token → DEX price/liquidity, holders, funding & OI, odds, social buzz).
- For each item, sweep ALL FOUR source layers — never stop at the first hit:
- Layer 1 — Clawby data (
/api/relay+ on-chain/api/rpc): scan the catalog for every interface that touches the item and call them all. Primary, authoritative. - Layer 2 — Local akshare (
akdata/, read-only): China markets (A-shares · HK · futures · convertible bonds · ETFs · boards · northbound flows · dragon-tiger list · shareholder data) and global macro (CPI · non-farm · PMI · rate decisions) — 1080 interfaces Layer 1 does not carry. Runs locally on the user's machine with no Clawby key and no credits. Guide:akdata/akshare.md. - Layer 3 — Execution connectors (
exec/, read-only use): the Binance / Bitget / OKX / Polymarket CLIs expose market data, order books, funding, smart-money and news the other layers may not have. Read-only needs no confirmation. - Layer 4 — Your own web access: news, filings, official docs, macro context — fill every remaining gap.
- Layer 1 — Clawby data (
- Maximize coverage. If two layers supply the same metric, fetch both and cross-check. Fire independent fetches in parallel. Never skip a reachable source.
- Track coverage, then analyze. Ground every claim in collected data; if a source failed, say so instead of silently dropping the dimension.
- Offer a formal report when it fits — for substantial asset analysis, offer a professional PDF research report (see Professional analysis reports). Ask first.
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- akdata/_akcall.py 6.5 KB runs code
- akdata/_akenv.py 11 KB runs code
- akdata/_akindex.py 4.5 KB runs code
- akdata/_akout.py 7.4 KB runs code
- akdata/ak.py 13 KB runs code
- akdata/akshare.md 8.0 KB
- akdata/build_ak_index.py 9.3 KB runs code
- akdata/catalog/_index.yaml 2.5 KB
- akdata/catalog/cn-boards.yaml 5.0 KB
- akdata/catalog/cn-equities.yaml 9.1 KB
- akdata/catalog/cn-financials.yaml 11 KB
- akdata/catalog/cn-holders.yaml 5.6 KB
- akdata/catalog/cn-moneyflow.yaml 10 KB
- akdata/catalog/cn-screen.yaml 4.8 KB
- akdata/catalog/fund-bond.yaml 13 KB
- akdata/catalog/futures-options.yaml 12 KB
- akdata/catalog/hk-index.yaml 10.0 KB
- akdata/catalog/macro.yaml 8.4 KB
- akdata/catalog/news-sentiment.yaml 5.6 KB
- api/catalog/_index.yaml 3.7 KB
- api/catalog/address-intel/_index.yaml 2.4 KB
- api/catalog/address-intel/labels.yaml 3.6 KB
- api/catalog/address-intel/profile.yaml 5.3 KB
- api/catalog/address-intel/reference.yaml 1.0 KB
- api/catalog/address-intel/risk.yaml 1.9 KB
- api/catalog/crypto-intel/_index.yaml 1.5 KB
- api/catalog/crypto-intel/rootdata.yaml 15 KB
- api/catalog/derivatives/_index.yaml 7.1 KB
- api/catalog/derivatives/etf.yaml 5.1 KB
- api/catalog/derivatives/funding.yaml 4.1 KB
- api/catalog/derivatives/indicators.yaml 16 KB
- api/catalog/derivatives/liquidation.yaml 7.7 KB
- api/catalog/derivatives/long-short.yaml 5.8 KB
- api/catalog/derivatives/markets.yaml 3.5 KB
- api/catalog/derivatives/onchain.yaml 5.3 KB
- api/catalog/derivatives/open-interest.yaml 5.0 KB
- api/catalog/derivatives/options.yaml 2.3 KB
- api/catalog/derivatives/orderbook.yaml 4.7 KB
- api/catalog/derivatives/price-ohlc.yaml 1.6 KB
- api/catalog/derivatives/spot.yaml 11 KB
- api/catalog/derivatives/taker-volume.yaml 6.6 KB
- api/catalog/dex-trading/_index.yaml 3.2 KB
- api/catalog/dex-trading/launchpad.yaml 1.9 KB
- api/catalog/dex-trading/market.yaml 5.5 KB
- api/catalog/dex-trading/token.yaml 4.8 KB
- api/catalog/dex-trading/wallet.yaml 4.3 KB
- api/catalog/dex/_index.yaml 1.6 KB
- api/catalog/dex/pairs.yaml 3.8 KB
- api/catalog/dex/search.yaml 2.3 KB
- api/catalog/equities/_index.yaml 4.0 KB
- api/catalog/equities/bars.yaml 2.9 KB
- api/catalog/equities/corporate.yaml 2.0 KB
- api/catalog/equities/dark-pool.yaml 2.7 KB
- api/catalog/equities/exchange-volume.yaml 3.4 KB
- api/catalog/equities/options.yaml 1.5 KB
- api/catalog/equities/quotes.yaml 2.2 KB
- api/catalog/equities/reddit.yaml 3.3 KB
- api/catalog/equities/reference.yaml 4.5 KB
- api/catalog/equities/screener.yaml 9.4 KB
- api/catalog/equities/short-data.yaml 4.7 KB
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.
- 10d ago First seen · 215 lines · 215 tokens per session scan A 0b0b1c8e0e5f
clawby-data is a skill published in the GitHub repository openclawby/openclawby-skills (9 stars, last pushed 1mo ago), licensed MIT. It adds 215 tokens to every session and 4,618 once invoked, about $0.0011 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
fundraising-and-investor-relations
Raises capital and manages the relationship afterward — deciding how much and why, understanding what dilution and preferences actually cost, running a process with real competitive tension, preparing for diligence before it starts, and reporting to investors and a board in a way that keeps support when results are…
chief-financial-officer
Owns the financial position: planning, budgeting, forecasting, unit economics, cash, and the numbers the business is run and reported on. Use this to build or challenge a budget, model a decision's financial consequence, assess unit economics or runway, evaluate an investment or spend request, set financial controls…
internal-controls-and-audit
Designs and tests controls over financial reporting — segregation of duties, approval limits, evidence, and preparing for audit. Use this to design controls for a process, prepare for an external audit, respond to an audit finding, set approval thresholds, or assess where a small team's segregation of duties is…
sales-compensation-and-territory
Designs quotas, territories and commission plans that produce the behavior the business needs — sizing territories against real potential, setting quotas people can hit often enough to believe in, choosing what to pay on, handling accelerators, draws, clawbacks and disputes, and changing a plan without destroying…
capital-structure-and-covenants
Decides how the business is financed and what that financing then requires of it — debt versus equity, weighted average cost of capital as a hurdle rate, how much leverage cash flow can carry, and the financial, affirmative and negative covenants, definitions, test dates and cure rights that come attached. Use this to…
cost-accounting
Establishes what something actually costs — fixed, variable and mixed cost behavior, absorption versus variable costing, job-order, process and activity-based methods, breakeven and operating leverage, and price/volume/mix decomposition. Use this to set a price floor, explain why revenue or margin moved, decide make…