Metadata-Version: 2.5
Name: panda-federation-tools
Version: 1.4.0
Summary: Index of Panda Federation public-data MCP tools on Apify, plus focused domain servers (research, public-funding, leads, web-security).
Project-URL: Homepage, https://github.com/pandadad0214/panda-federation-tools
Project-URL: Issues, https://github.com/pandadad0214/panda-federation-tools/issues
Project-URL: Documentation, https://github.com/pandadad0214/panda-federation-tools#readme
Project-URL: Source, https://github.com/pandadad0214/panda-federation-tools
Project-URL: Apify Store, https://apify.com/pandadad0214
Project-URL: Changelog, https://github.com/pandadad0214/panda-federation-tools/blob/main/CHANGELOG.md
Author: Panda Federation (pandadad0214)
License-Expression: MIT
License-File: LICENSE
Keywords: ai-agents,apify,b2b-data,citations,claude,cursor,email-security,grants,lead-generation,llm-tools,mcp,mcp-server,model-context-protocol,openalex,pubmed,reference-checker,seo
Classifier: Development Status :: 5 - Production/Stable
Classifier: Environment :: Console
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Information Technology
Classifier: Intended Audience :: Science/Research
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Classifier: Topic :: Internet :: WWW/HTTP :: Indexing/Search
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Scientific/Engineering :: Information Analysis
Classifier: Typing :: Typed
Requires-Python: >=3.11
Requires-Dist: anyio==4.16.0
Requires-Dist: httpx2==2.16.0
Requires-Dist: jsonschema==4.26.0
Requires-Dist: mcp==2.3.0
Description-Content-Type: text/markdown

# Panda Federation Tools

**Index of Panda Federation public-data MCP tools on Apify.** Prefer one of the four focused domain servers (3–15 tools each). This umbrella still runs all 23 tools when `PFT_DOMAIN` is unset for backward compatibility.

[![PyPI](https://img.shields.io/pypi/v/panda-federation-tools)](https://pypi.org/project/panda-federation-tools/)
[![Latest Release](https://img.shields.io/github/v/release/pandadad0214/panda-federation-tools?label=latest%20release)](https://github.com/pandadad0214/panda-federation-tools/releases/latest)
[![M8ven Score](https://m8ven.ai/badge/mcp/pandadad0214-panda-federation-tools-ta5xv3?v=eebc91f7834ff2dc3922a4031d7790f2)](https://m8ven.ai/mcp/pandadad0214-panda-federation-tools-ta5xv3?s=readme)
[![CI](https://github.com/pandadad0214/panda-federation-tools/actions/workflows/ci.yml/badge.svg)](https://github.com/pandadad0214/panda-federation-tools/actions/workflows/ci.yml)
[![CodeQL](https://github.com/pandadad0214/panda-federation-tools/actions/workflows/codeql.yml/badge.svg)](https://github.com/pandadad0214/panda-federation-tools/actions/workflows/codeql.yml)
[![MCP Registry](https://img.shields.io/badge/MCP_Registry-io.github.pandadad0214%2Fpanda--research--mcp-blue)](https://registry.modelcontextprotocol.io/v0/servers?search=io.github.pandadad0214)
[![Apify Store](https://img.shields.io/badge/Apify_Store-pandadad0214-00a3ff)](https://apify.com/pandadad0214)
[![Python 3.11+](https://img.shields.io/badge/python-3.11%2B-blue)](pyproject.toml)
[![License: MIT](https://img.shields.io/badge/license-MIT-green)](LICENSE)

**[⬇ Download the latest Release](https://github.com/pandadad0214/panda-federation-tools/releases/latest)** · [Changelog](CHANGELOG.md)

## Install / Use (focused servers)

**You need:** a free [Apify API token](https://console.apify.com/settings/integrations) (the free plan includes $5/month) and [uv](https://docs.astral.sh/uv/getting-started/installation/) (one command: `curl -LsSf https://astral.sh/uv/install.sh | sh`, or on Windows `powershell -c "irm https://astral.sh/uv/install.ps1 | iex"`).

Replace `apify_api_YOUR_TOKEN` below with your token, and never commit a file that contains it.

| Domain package | Tools | Scope | One-liner |
|---|---|---|---|
| [`panda-research-tools`](https://github.com/pandadad0214/panda-research-tools) | 6 | Scholarly integrity & papers | `uvx --from panda-federation-tools panda-research-tools` |
| [`panda-public-funding-tools`](https://github.com/pandadad0214/panda-public-funding-tools) | 5 | US federal $ & filings | `uvx --from panda-federation-tools panda-public-funding-tools` |
| [`panda-leads-tools`](https://github.com/pandadad0214/panda-leads-tools) | 8 | Public leads & enrichment | `uvx --from panda-federation-tools panda-leads-tools` |
| [`panda-web-security-tools`](https://github.com/pandadad0214/panda-web-security-tools) | 4 | Site / email / agent safety | `uvx --from panda-federation-tools panda-web-security-tools` |

Or set `PFT_DOMAIN` to `research` | `public-funding` | `leads` | `web-security` while running `uvx panda-federation-tools`.

Each domain also has its own thin GitHub repo (same console script names via `uvx <package>` once published on PyPI).

### Cursor example (research)

```json
{
  "mcpServers": {
    "panda-research-tools": {
      "command": "uvx",
      "args": ["--from", "panda-federation-tools", "panda-research-tools"],
      "env": { "APIFY_TOKEN": "apify_api_YOUR_TOKEN" }
    }
  }
}
```

### Claude Desktop / Claude Code / VS Code

Same pattern: command `uvx`, args `["--from", "panda-federation-tools", "panda-research-tools"]` (or another domain script), env `APIFY_TOKEN`. Claude Desktop `.mcpb` from the [latest Release](https://github.com/pandadad0214/panda-federation-tools/releases/latest) still installs the umbrella (all tools); prefer a domain script in JSON configs.

### Claude Code

```bash
claude mcp add panda-research-tools --env APIFY_TOKEN=apify_api_YOUR_TOKEN -- \
  uvx --from panda-federation-tools panda-research-tools
```

### Compatibility mega-server (not recommended as the default)

```bash
uvx panda-federation-tools
```

Lists all 23 tools. Kept for older configs. Prefer a focused domain server above.

### Other ways to install
- **Pinned to a git tag:** `uvx --from git+https://github.com/pandadad0214/panda-federation-tools@v1.4.0 panda-research-tools`
- **From the Release download:** `uvx --from https://github.com/pandadad0214/panda-federation-tools/releases/download/v1.4.0/panda_federation_tools-1.4.0-py3-none-any.whl panda-research-tools`
- **Helper script:** download `install.sh` (macOS/Linux) or `install.ps1` (Windows) from the latest Release.
- **pip:** `pip install panda-federation-tools` then `panda-research-tools` (or another domain script).
- **Docker:** `docker build -t panda-federation-tools https://github.com/pandadad0214/panda-federation-tools.git#v1.4.0` then `docker run -i --rm -e APIFY_TOKEN -e PFT_DOMAIN=research panda-federation-tools`.

**No install?** Hosted research subset (4 tools) at `https://pandadad0214--panda-research-mcp.apify.actor/mcp` with header `Authorization: Bearer <your Apify token>`. See [Hosted options](#hosted-options-no-install).

## What's included

- **Official, free data sources only:** Crossref, OpenAlex, PubMed, Unpaywall, Grants.gov, NIH, NSF, USAspending, NPI Registry, FMCSA, public DNS, Apple Podcasts, OpenStreetMap, Wikimedia, public job-board feeds and companies' own websites. No logins, no paywalls, no LinkedIn scraping.
- **Pay per result, capped:** a few tenths of a cent per result; runs that find nothing are not charged per result; every MCP call has a hard USD spending cap.
- **Agent-friendly output:** JSON with a one-line `summary` or `agentSummary` per row and **OK / CHECK / FIX** status where it applies.
- **Your token stays yours:** the server runs on your machine and sends your `APIFY_TOKEN` only to `api.apify.com`, in a header. It is never logged or returned.

### Domain tool lists

#### Research (`panda-research-tools`) — 6 tools

| MCP tool | Apify Actor | What it does | Price (Apify free plan) |
|---|---|---|---|
| `reference_checker` | [reference-checker](https://apify.com/pandadad0214/reference-checker) | Finds fake, AI-hallucinated, mismatched and retracted citations | $0.01 / reference |
| `citation_formatter` | [citation-formatter](https://apify.com/pandadad0214/citation-formatter) | DOI, PMID, arXiv, ISBN or messy text → APA, MLA, Chicago, Harvard, IEEE, Vancouver, BibTeX, RIS | $0.003 / citation |
| `literature_search` | [literature-search](https://apify.com/pandadad0214/literature-search) | Real papers from 250M+ OpenAlex works, with citations, free PDFs and BibTeX | $0.003 / paper |
| `pubmed_evidence_table` | [pubmed-evidence-table](https://apify.com/pandadad0214/pubmed-evidence-table) | PubMed → evidence table (study design, sample size, retractions, PRISMA counts) | $0.004 / article |
| `researcher_expert_finder` | [researcher-expert-finder](https://apify.com/pandadad0214/researcher-expert-finder) | Ranked academic experts and KOLs for a topic, with ORCID and h-index | $0.0025 / expert |
| `pdf_table_extractor` | [pdf-table-extractor](https://apify.com/pandadad0214/pdf-table-extractor) | Every table in a PDF → rows, Excel and CSV, with OCR for scanned pages | $0.001 / page; $0.003 / table; $0.02 / OCR page |

#### Public funding (`panda-public-funding-tools`) — 5 tools

| MCP tool | Apify Actor | What it does | Price (Apify free plan) |
|---|---|---|---|
| `grants_finder` | [grants-finder](https://apify.com/pandadad0214/grants-finder) | Grants.gov opportunities plus NIH and NSF awards in one table | $0.003 / grant |
| `federal_contract_finder` | [federal-contract-finder](https://apify.com/pandadad0214/federal-contract-finder) | USAspending contract awards, incumbents and recompete leads | $0.002 / contract |
| `sbir_sttr_topic_radar` | [sbir-sttr-topic-radar](https://apify.com/pandadad0214/sbir-sttr-topic-radar) | Open SBIR/STTR topics from every agency with deadlines and DoD Q&A | $0.003 / topic |
| `sec_financials_excel` | [sec-financials-excel](https://apify.com/pandadad0214/sec-financials-excel) | SEC EDGAR XBRL financials → comps and model-ready Excel | $0.002 / company-year |
| `clinical_trial_leads` | [clinical-trial-leads](https://apify.com/pandadad0214/clinical-trial-leads) | ClinicalTrials.gov trials with sponsors, phases, contacts and every site | $0.002 / trial |

#### Leads (`panda-leads-tools`) — 8 tools

| MCP tool | Apify Actor | What it does | Price (Apify free plan) |
|---|---|---|---|
| `npi_provider_lists` | [npi-provider-lists](https://apify.com/pandadad0214/npi-provider-lists) | De-duplicated US healthcare provider lists from the official NPI Registry | $0.0015 / provider |
| `podcast_leads_finder` | [podcast-leads-finder](https://apify.com/pandadad0214/podcast-leads-finder) | Active podcasts by topic with host, published contact email and guest flag | $0.004 / podcast |
| `local_business_leads` | [local-business-leads](https://apify.com/pandadad0214/local-business-leads) | Local businesses by category and city from OpenStreetMap (Google Maps alternative) | $0.001 / business |
| `company_hiring_signals` | [company-hiring-signals](https://apify.com/pandadad0214/company-hiring-signals) | Open and new jobs, leadership roles and a hiring score from public ATS boards | $0.003 / company |
| `company_website_enricher` | [company-website-enricher](https://apify.com/pandadad0214/company-website-enricher) | Domains → name, description, published contacts, socials, tech stack, mail provider | $0.003 / domain |
| `company_team_finder` | [company-team-finder](https://apify.com/pandadad0214/company-team-finder) | Leaders and decision makers from companies' own team pages (no LinkedIn scraping) | $0.002 / person |
| `topic_trends_tracker` | [topic-trends-tracker](https://apify.com/pandadad0214/topic-trends-tracker) | Wikipedia pageview trends with 30-day and YoY change (Google Trends alternative) | $0.002 / topic |
| `trucking_company_leads` | [trucking-company-leads](https://apify.com/pandadad0214/trucking-company-leads) | New and existing US carriers and brokers from official FMCSA data | $0.002 / carrier |

#### Web security (`panda-web-security-tools`) — 4 tools

| MCP tool | Apify Actor | What it does | Price (Apify free plan) |
|---|---|---|---|
| `email_domain_security_checker` | [email-domain-security-checker](https://apify.com/pandadad0214/email-domain-security-checker) | SPF, DKIM, DMARC, MTA-STS and BIMI audit with an A–F grade and fix list | $0.002 / domain |
| `ai_search_seo_audit` | [ai-search-seo-audit](https://apify.com/pandadad0214/ai-search-seo-audit) | SEO and AI-search (GEO) readiness per page, AI crawler access, llms.txt draft | $0.004 / page |
| `website_change_monitor` | [website-change-monitor](https://apify.com/pandadad0214/website-change-monitor) | Page diffs, price changes and keyword alerts on any public page | $0.0015 / page |
| `hidden_ai_instructions_scanner` | [hidden-ai-instructions-scanner](https://apify.com/pandadad0214/hidden-ai-instructions-scanner) | Finds text hidden from people but aimed at AI agents (prompt injection) | Free |

Every tool also accepts three optional run controls: `run_max_items` (results to return, default 50), `run_max_charge_usd` (spending cap for the call, default $0.50) and `run_timeout_secs` (default 120, max 300). While a run is in progress the server sends MCP progress notifications every few seconds, so clients that support them do not time out. Most tools answer in 5–15 seconds for a few inputs; `local_business_leads` and big crawls can take a minute or more, so give them `run_timeout_secs: 300`.

Also on Apify: the hosted [Academic Research MCP Server](https://apify.com/pandadad0214/panda-research-mcp) ($0.01–$0.02 per call).

### Publishing soon

Built and tested, and going public on the Apify Store a few a day (Apify limits new publications). Each one joins the matching **domain** server after it goes public (not the mega-server as the default add path). Store links work once it is public.

| Apify Actor | Likely domain | What it does | Price |
|---|---|---|---|
| [nonprofit-leads-irs](https://apify.com/pandadad0214/nonprofit-leads-irs) | leads | IRS charity and foundation lists by state, cause and size | $0.001 / nonprofit |
| [federal-register-monitor](https://apify.com/pandadad0214/federal-register-monitor) | public-funding | New federal rules and notices with open comment deadlines | $0.001 / document |
| [product-recall-monitor](https://apify.com/pandadad0214/product-recall-monitor) | public-funding | FDA food, drug and device plus CPSC recalls in one feed | $0.0015 / recall |
| [vin-decoder-recalls](https://apify.com/pandadad0214/vin-decoder-recalls) | public-funding | Bulk NHTSA VIN decode with recall campaigns and complaint counts | $0.001 / VIN |
| [building-permit-leads](https://apify.com/pandadad0214/building-permit-leads) | leads | New building permits from 8 US cities with trade category, job value and contractor | $0.0015 / permit |
| [florida-new-business-leads](https://apify.com/pandadad0214/florida-new-business-leads) | leads | New Florida LLCs and corporations daily (Sunbiz) with officers and addresses | $0.0015 / business |
| [bulk-domain-whois-expiry](https://apify.com/pandadad0214/bulk-domain-whois-expiry) | web-security | Bulk RDAP/WHOIS: registrar, expiry and days left, availability, DNS host | $0.001 / domain |

[Hidden AI Instructions Watch](https://github.com/pandadad0214/hidden-ai-instructions-watch) is our public, evidence-only log of what the free scanner finds.

### Example prompts
- "Check these 12 references for fake or retracted papers and tell me which to fix."
- "Find 20 recent peer-reviewed papers on GLP-1 and heart failure with free PDFs, then format them in APA."
- "Which of these 30 SaaS companies are hiring sales leaders right now? Then find their VP-level contacts."
- "Audit the email security of acme.com and its three competitors, and list the fixes."
- "List dentists in Phoenix, AZ with a website and phone number."

### Typical workflows
- **Writing a paper:** `literature_search` → `citation_formatter` → `reference_checker` before you submit.
- **Systematic review:** `pubmed_evidence_table` (evidence table + PRISMA counts) → `reference_checker`.
- **Funding:** `grants_finder` → `literature_search` on the topic.
- **Federal contracting:** `federal_contract_finder` (recompete radar + top incumbents) → `grants_finder`.
- **Account prioritization:** `company_hiring_signals` → `company_website_enricher` → `email_domain_security_checker`.
- **Outbound to decision makers:** `company_hiring_signals` → `company_team_finder` (names, titles, email pattern).
- **Local prospecting:** `local_business_leads` → `ai_search_seo_audit` on their websites.
- **Trucking and logistics sales:** `trucking_company_leads` → `company_website_enricher`.
- **Market research:** `topic_trends_tracker` → `literature_search` or `podcast_leads_finder` on rising topics.

## Pricing

- You pay Apify per result, at the prices above, from your own Apify account. Apify Bronze, Silver and Gold plans get 10–30% off.
- **Empty runs cost nothing per result.** Apify adds a tiny platform start fee (about $0.00005 per run).
- `run_max_items` (default 50) also sets the Actor's own result limit on 19 of the 23 tools, so you only pay for the results you asked for. On `grants_finder`, `pdf_table_extractor`, `company_team_finder` and `sec_financials_excel` (whose limits count sources, pages, companies or years), set those fields directly; the charge cap still applies.
- Every MCP call is capped by `run_max_charge_usd` (default $0.50, set your own default with `PANDA_MAX_CHARGE_USD`). Apify stops the run when the cap is reached.
- The MCP server itself is free and open source (MIT).

## Configuration

| Variable | Required | Default | Meaning |
|---|---|---|---|
| `APIFY_TOKEN` | yes | none | Your Apify API token. Tools list without it; calls need it. |
| `PFT_DOMAIN` | no | unset (all tools) | `research` \| `public-funding` \| `leads` \| `web-security` to load one focused server. |
| `PANDA_MAX_CHARGE_USD` | no | `0.50` | Default spending cap per call (0.01–25). |
| `PANDA_MAX_ITEMS` | no | `50` | Default max results per call (1–1000). |
| `PANDA_TIMEOUT_SECS` | no | `120` | Default seconds to wait per call (10–300). |

## Security and permissions

- **Runs locally over stdio.** It opens no ports and calls only `https://api.apify.com`.
- **Token handling:** read from the environment, sent only as an `Authorization: Bearer` header (never in a URL), redacted from every error message, and never logged or returned to the model.
- **Least privilege:** the token needs permission to run Actors. Apify supports [scoped API tokens](https://docs.apify.com/platform/integrations/api#api-tokens); a token limited to running these Actors is enough.
- **Read-only tools:** every tool only reads public data; none writes to your systems. Tools are marked `readOnlyHint: true`.
- **Validated inputs:** every call is checked against the Actor's JSON Schema (types, ranges, enums, no unknown fields) before it runs. Secret Actor inputs (such as optional third-party API keys) are deliberately not exposed to the model.
- **Bounded cost and time:** per-call spending cap, item cap and timeout. The server retries once only when Apify never started a run (rate limit or failed connection), so a retry can never charge you twice.
- **Context-safe output:** large results are trimmed to whole items (still valid JSON) for the model, with every item kept in `structuredContent`.
- **Supply chain:** pinned dependencies with a committed `uv.lock`, `pip-audit` and CodeQL in CI, Dependabot updates, and GitHub Actions pinned to commit SHAs.
- Found a vulnerability? See [SECURITY.md](SECURITY.md).

## Hosted options (no install)

- **Academic Research MCP Server (Streamable HTTP):** `https://pandadad0214--panda-research-mcp.apify.actor/mcp` with header `Authorization: Bearer <your Apify token>`. Four research tools (`check_references`, `format_citations`, `search_literature`, `pubmed_evidence_table`). This is the server listed in the official MCP Registry as `io.github.pandadad0214/panda-research-mcp` ([server.json](server.json)) — a hosted research subset, not the full index.
- **Apify's MCP server:** `https://mcp.apify.com` can call any of these Actors as `pandadad0214/<slug>`.
- **Plain HTTP API:**

```bash
curl -X POST "https://api.apify.com/v2/acts/pandadad0214~reference-checker/run-sync-get-dataset-items" \
  -H "Authorization: Bearer $APIFY_TOKEN" -H "Content-Type: application/json" \
  -d '{"dois": ["10.1038/nature14539"]}'
```

## Agent skills (Agensi)

Ready-made skills that wrap these tools for AI agents are listed on the [Panda Federation Agensi profile](https://www.agensi.io/creators/panda_federation). Each skill runs the Apify tools above, so the usual pay-per-result prices apply on top of the skill price.

- [Medical Writing Pack: evidence tables, ref checks and KOLs](https://agensi.io/skills/medical-writing-pack-evidence-tables-ref-checks-kols) ($12)
- [RFP Compliance Matrix + Incumbent Intel](https://agensi.io/skills/rfp-compliance-matrix-incumbent-intel-federal-proposals) (free)
- [GEO & SEO Site Audit](https://agensi.io/skills/geo-seo-site-audit-real-crawl-0-100-score-0-004-page) ($4.99)
- [Email Deliverability Audit: SPF/DKIM/DMARC in bulk](https://agensi.io/skills/email-deliverability-audit-live-spf-dkim-dmarc-in-bulk) (free)
- [Citation Check: fake, miscited and retracted references](https://agensi.io/skills/citation-check-fake-miscited-retracted-references) (free)

## Hire a human (Fiverr)
Prefer a person to run the tools and hand you finished files? Panda Federation also sells these as Fiverr gigs (seller `pandafederation`). Professional use only, not for coursework.

| Gig | Use when | Price |
|---|---|---|
| [Reference verification](https://www.fiverr.com/pandafederation/verify-your-references-find-fake-citations-and-retracted-papers) | You want a person to check a whole reference list for fake, mismatched or retracted citations and get a color-coded PDF/Excel report. | from $15, 2-3 days |
| [Reference list formatting](https://www.fiverr.com/pandafederation/format-or-convert-your-reference-list-to-apa-mla-chicago-or-harvard) | You want a finished reference list formatted or converted to APA, MLA, Chicago, Harvard, IEEE or Vancouver, delivered as Word and PDF. | from $20, 2-3 days |
| [Web data to CSV/Excel](https://www.fiverr.com/pandafederation/scrape-website-data-into-a-clean-csv-or-excel-spreadsheet) | You want public business data from a website collected and cleaned into CSV or Excel (no logins, paywalls or personal contact data). | from $30, 3-5 days |
| [Scholarly source lists](https://www.fiverr.com/pandafederation/find-and-screen-scholarly-sources-for-your-topic-with-excel-bibtex-and-ris) | You want a screened list of scholarly sources on a topic, with retraction flags and Excel, BibTeX and RIS files (PubMed study table available as an add-on). | from $25, 2-5 days |

## For developers

### For AI agents and LLMs
- [`llms.txt`](llms.txt): short index of every tool and when to use it ([llms.txt convention](https://llmstxt.org)).
- [`llms-full.txt`](llms-full.txt): each tool's inputs, outputs and prices in one file.
- [`llms-install.md`](llms-install.md): step-by-step setup for AI coding agents such as Cline.
- Every result has a one-line summary field (`summary` on the citation, literature, PubMed, PDF, NPI and expert tools; `agentSummary` on the others), and every run saves a `SUMMARY` record with a `takeaway` and the suggested next tool.
- Start small (one or two inputs), read the summary line, then widen.

### Build, test and contribute

```bash
git clone https://github.com/pandadad0214/panda-federation-tools && cd panda-federation-tools
uv sync                 # installs pinned dependencies from uv.lock
uv run pytest           # offline tests, no token or network needed
uv run ruff check . && uv run mypy
python scripts/build_catalog.py   # refresh tool schemas and prices from the Apify Store
```

Layout: `src/panda_federation_tools/` (server, Apify client, domains, bundled `catalog.json`), `tests/`, `scripts/build_catalog.py`, `Dockerfile`. See [CONTRIBUTING.md](CONTRIBUTING.md) and [CHANGELOG.md](CHANGELOG.md). New tools join the matching domain only; if a domain would exceed ~15 tools, split that domain before shipping.

## Issues and requests
Open an [issue](https://github.com/pandadad0214/panda-federation-tools/issues) here or on any tool's Apify Issues tab. We answer within a day.

Built by Panda Federation with AI assistance. MIT licensed.
