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GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
AmpleData - AI-Powered Data Enrichment for Any Dataset
blagoysimand · 2026-06-15 · via Show HN

✶ AI research worker for your spreadsheet

Stop pasting rows
into ChatGPT.

AmpleData researches every row of your spreadsheet, with citations, confidence scores, and conflict resolution across sources.

AmpleData — yc-w26-companies.csv

Enriching...

Company

Industry

Founder's pricing stance ✶

Paper retracted? ✶

Remote policy ✶

Enrichment progress0/5 rows · Est. cost $0.03

Click any enriched cell to see its source citation

What it does

Give AmpleData a list, companies, products, papers, jobs, properties, anything with a name. Describe the columns you want filled in, in plain English: "the founder's most recent public statement on pricing," "whether this paper has been retracted," "the company's stated stance on remote work." AmpleData dispatches web search and crawl, extracts structured answers with an LLM, resolves conflicts across sources, and returns a cleaned-up sheet you can trust, every cell linked back to where the answer came from.

Live enrichment

Watch cells fill in, live, in your browser

Each row gets dispatched to the web, sources get crawled, an LLM extracts the answer, conflicts are resolved, and the result lands in the cell, with a source URL and confidence score attached.

Every cell is cited

Click any cell to see the source URL, extracted snippet, and reasoning.

Confidence you can act on

Sort by confidence. Spot-check weak cells. Re-run with a refined prompt.

Per-cell pricing

Pay only for cells you enrich. No seat licenses, no minimums, no annual contracts.

AmpleData — yc-w26-companies.csv

Enriching...

Company

Industry

Founder's pricing stance ✶

Paper retracted? ✶

Remote policy ✶

Enrichment progress0/5 rows · Est. cost $0.03

Three things that matter

Not the longest feature list. The most distinctive one.

01

Not 'AI-generated.' Researched. Click any cell to see the source URL, the extracted snippet, and the reasoning. If a source is wrong, you'll know which one.

02

AmpleData tells you when it's sure and when it isn't. Sort by confidence, spot-check the weak cells, and re-run a column with a refined prompt.

03

Pay only for what you enrich. No minimum, no per-seat license, no annual contract. A fraction of what comparable tools charge.

For developers

Enrich straight from your own code

Generate an API key and drive the same enrichment engine over HTTP, no UI in the loop. Wire it into a cron job, a pipeline, or your own product.

Scoped API keys

Generate keys from account settings. Each key is bound to your account and revocable in one click.

The full enrichment engine

Upload a list, define columns in plain English, and pull back cited, confidence-scored cells, all over HTTP.

Same per-cell pricing

API calls bill against the same balance as the app. No separate plan, no platform fee, no minimums.

Comparisons

How does it compare?

vs. ChatGPT / manual research

AmpleData runs in parallel across rows, cites every answer, scores its own confidence, and doesn't hallucinate URLs. It's the difference between asking a friend and hiring an analyst.

vs. Clay

AmpleData isn't built around a contacts database. It's built around any list, any question, any domain. And it costs about 1/10th as much per cell.

⚡ Pricing

Choose the plan that fits your data

All plans include AI-powered enrichment. Upgrade or downgrade at any time.

Free

Free

Try AmpleData with no commitment.

  • 100 cells enriched
  • No overage
  • Web search enrichment
  • CSV support

Get started

Starter

$29/mo

Perfect for individuals and small projects.

  • 1,000 cells / month
  • $0.025 per extra cell
  • Web search enrichment
  • Email support

Get started

Most popular

Pro

$99/mo

For growing teams with higher enrichment needs.

  • 5,000 cells / month
  • $0.018 per extra cell
  • Priority support
  • Bulk operations

Get started

Enterprise

$299/mo

High-volume enrichment for data-driven orgs.

  • 25,000 cells / month
  • $0.01 per extra cell
  • Dedicated support
  • Custom integrations

Get started

Frequently asked

Real questions. Honest answers.

We'd love to hear from you

Have a question about AmpleData? Want to see a demo or discuss enterprise options? Reach out — we'll get back to you within 24 hours.

AmpleData

Built for people who do research
one row at a time.

Upload a list. Define your columns. Get back cited, confidence-scored data in minutes.

Try it out now →