Bloom Protocol
Bloom Protocol is a curated discovery directory and early-support platform for indie consumer AI apps in wellness, journaling, habits, and creativity. It exposes an MCP server to AI agents and is currently free, with future take-rate monetization planned.
- Company typePrivate
- Founded2025
- HeadquartersTaipei, Taiwan
- Headcount1–10
- GTM typeB2C
- OfferingSoftware
What Bloom Protocol does
Bloom Protocol operates a curated discovery directory and early-support platform for indie consumer AI applications in the wellness, journaling, habits, daily life, creative, and money mindset categories. The company combines a daily-refreshed catalog of 28 hand-picked indie AI apps — aggregated from Product Hunt, Hacker News, Indie Hackers, BetaList, Reddit, and DevHunt — with a Model Context Protocol (MCP) server that exposes five purpose-built tools (list_projects, recommend_for_me, sign_up_project, support_project, remember_my_taste) at bloomprotocol.ai/api/mcp. These tools are natively installable in Claude Code, Codex, Hermes, and OpenClaw, and are accessible via browsing paths for Claude.ai, ChatGPT, Gemini, and Perplexity, enabling AI agents to surface fit-matched indie projects based on chat context and accumulated user taste. A Bloom Score (0–100) traction signal, a Growth Readiness methodology spanning nine capability primitives, and an Agent Visibility Skill for measuring LLM citation gaps extend the platform beyond a passive directory into a builder-facing toolset.
The business model is freemium and currently pre-revenue: Bloom is free for both supporters and builders during V1.5, with monetization planned as a take rate on future paid offers processed through the directory. The Terms of Service reference blockchain-based elements, and Level 2 cohort missions settle in USDC on Base, suggesting a longer-term on-chain incentive rail. Bloom operates with 1–10 employees, is bootstrapped with no disclosed funding rounds, and is headquartered in Taipei, Taiwan. Customer segments are three horizontal personas — indie AI builders, early-adopter supporters, and AI agent runtimes — none of which are enterprise customers; distribution is exclusively digital (web directory, MCP, REST API), with no geographic restrictions.
Bloom Protocol firmographics
Firmographics- Name
- Bloom Protocol
- Legal name
- Bloom
- Website
- https://bloomprotocol.ai
- Company type
- Private
- Founded year
- 2025
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Bloom Protocol is a curated discovery directory and early-support platform for indie consumer AI apps in wellness, journaling, habits, and creativity. It exposes an MCP server to AI agents and is currently free, with future take-rate monetization planned.
- Ownership category
- akta.pro rank
Bloom Protocol industry classification
Industry- Product category
- AI App Discovery Platform
- NAICS
- Web Search Portals and All Other Information Services (519290)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Topic/Interest-Based Content Discovery Apps (MPACAKAB)
Keywords
Where Bloom Protocol is headquartered
LocationHeadquarters
- HQ city
- Taipei
- HQ country
- Taiwan
- HQ region
- Asia
Markets served
Bloom Protocol business model
Business model- GTM type
- B2C
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- Platform services (currently free): Bloom is free for both sides — supporters and builders — during V1.5. Supporters can browse, sign up for projects privately, and publicly back projects at no cost. Builders can submit apps and receive early traction signals without fees.
- Future marketplace commission (planned): Bloom plans to monetize later via take rate on settlement once builders run paid offers through the directory. Pages, browsing, signups, and public backings will remain free while Bloom takes a commission on transactions processed through the platform.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free directory access for all users |
Go-to-market motion1 record
Distribution channels3 records
Marketing channels5 records
Bloom Protocol product offering
Product offeringCore offering
Bloom Protocol operates a curated discovery directory for indie consumer AI applications in wellness, lifestyle, habits, creativity, and money mindset categories, refreshed daily from Product Hunt, Hacker News, Indie Hackers, BetaList, Reddit, and DevHunt. It pairs this directory with a Model Context Protocol (MCP) server that lets AI agents such as Claude Code, Codex, Hermes, and OpenClaw browse, recommend, sign up users privately, publicly back projects, and remember user taste across sessions via five named tools.
Product overview
Bloom Protocol is a discovery and early-support platform for indie consumer AI applications. The core offering consists of the Bloom Directory (a curated catalog of indie AI apps in wellness, journaling, habits, daily life, creative, and money mindset categories) combined with an MCP server that exposes 5 tools enabling AI agents to browse recommendations, sign up users, back projects, and remember taste. The platform also includes a Growth Readiness Methodology for assessing project quality and an Agent Visibility Skill for measuring and improving LLM citation. Currently featuring 28 curated indie consumer AI apps sourced from Product Hunt, Hacker News, BetaList, Reddit, Indie Hackers, and DevHunt. The platform is free for both builders and supporters, with monetization planned via take rate on future paid offers.
Differentiator
Problem solved
Functional benefit
Products and services
- Bloom Directory A curated catalog of indie consumer AI applications in wellness, lifestyle, habits, creativity, and money mindset categories that is refreshed daily from Product Hunt, Hacker News, Indie Hackers, BetaList, Reddit, and DevHunt, each entry carrying a Bloom Score (0-100) indicating traction and quality signals, intended for supporters browsing via the web and for AI agents retrieving projects via MCP tools.
- Bloom MCP Server A Model Context Protocol server that exposes five tools (list_projects, recommend_for_me, sign_up_project, support_project, remember_my_taste) so AI agents can browse the catalog, get personalized recommendations, sign users up privately, back projects publicly under a Bloom handle, and remember user taste across sessions for AI agent developers and end users.
- Bloom Agent Skill A skill specification document at skill.md that enables AI agents to install Bloom, browse projects, sign users up, publicly back projects, and remember taste, exposed via both browsing-based access (for Claude.ai, ChatGPT, Gemini, Perplexity) and MCP-native install paths (for Claude Code, Codex, Hermes, OpenClaw).
- Growth Readiness Methodology A scoring methodology for indie AI projects that uses nine capability primitives and per-harness detection rules to assess agent-harness compatibility and growth readiness, composing nine academic anchors (Anthropic, Stanford HELM, Karpathy, Co-Gym, GAIA, AgentBench, HAL, SkillsBench, SHADE-Arena).
- Agent Visibility Skill A skill that helps indie AI builders measure which LLMs (ChatGPT, Claude, Perplexity) cite their product, mine user intents from Google, Reddit, and Hacker News, and create content to close citation gaps, including a four-step Discover/Analyze/Create/Distribute loop with weekly re-measurement and Level 2 cohort missions that pay USDC rewards on Base blockchain.
Companies that use Bloom Protocol
Customer profileSegments3 records
Ideal customer profiles3 records
Bloom Protocol technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration8 records
AI capability2 records
Feature4 records
Bloom Protocol partnerships and signals
Strategic signalScale indicators3 records
Recent moves6 records
Expansion highlights6 records
Bloom Protocol competitors and assessment
Company assessmentDirect peers
- There's an AI For That: A large, broad AI-tool directory indexed by use case. Bloom competes for AI-tool discovery attention but with a curated, AI-agent-mediated, consumer-wellness focus versus a productivity/general-AI scope.
- Futurepedia: A leading AI tool directory with thousands of listed apps across categories. Bloom is a much earlier, niche competitor focused on indie consumer AI with agent-based recommendation rather than general browsing.
- BetaList: A waitlist-driven discovery platform for upcoming products. Bloom differentiates by adding public backing, AI-agent-mediated discovery, and a focus on consumer AI in wellness/lifestyle rather than generic waitlists.
- Indie Hackers: Community and discovery surface for independent makers and their products. Bloom targets the same indie-builder segment but layers AI-agent surfacing and a curated consumer-AI lens on top of community content.
- Launching Next: A long-running discovery site for soon-to-launch startups and products. Overlaps with Bloom on indie product discovery but predates the consumer-AI and AI-agent channels that define Bloom's wedge.
- Product Hunt: The dominant launch and discovery platform for new consumer and B2B products. Bloom explicitly positions against Product Hunt's 24-hour spike and productivity-heavy mix, and even sources launches from PH's feed.
- DevHunt: A launchpad focused on developer tools and indie products. Bloom is one of DevHunt's data sources but focuses on consumer AI in wellness/lifestyle and routes discovery through AI agents.
Broad incumbents
- Hacker News (Show HN): Y Combinator's tech-news community where indie makers launch via 'Show HN'. Bloom sources from HN but differentiates by curating for consumer wellness/lifestyle AI rather than the broader technical audience HN skews toward.
- Crunchbase Discover / AngelList: Discovery surfaces for early-stage companies and products, including waitlists and launch signals. Broader in scope than Bloom's consumer-AI niche and without AI-agent-mediated recommendation.
- AppSumo: A major marketplace for software deals and discovery. Not a direct indie-AI curator, but a comparable marketplace monetization model (directory + take rate / deals) that Bloom's planned commission model resembles at scale.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
Bloom Protocol social profiles
Digital presenceBloom Protocol financial estimates
Financial estimateRevenue estimate
Valuation estimate
Bloom Protocol leadership team
Management profileNumber of profiles
Bloom Protocol funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Bloom Protocol M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Bloom Protocol
What does Bloom Protocol do?
Bloom Protocol operates a curated discovery directory for indie consumer AI applications in wellness, lifestyle, habits, creativity, and money mindset categories, refreshed daily from Product Hunt, Hacker News, Indie Hackers, BetaList, Reddit, and DevHunt. It pairs this directory with a Model Context Protocol (MCP) server that lets AI agents such as Claude Code, Codex, Hermes, and OpenClaw browse, recommend, sign up users privately, publicly back projects, and remember user taste across sessions via five named tools.
Is Bloom Protocol a public or private company?
Bloom Protocol is a private company. It is classified as unknown and is currently operating.
When was Bloom Protocol founded?
Bloom Protocol was founded in 2025. It employs 1 to 10 people.
Where is Bloom Protocol based?
Bloom Protocol is headquartered in Taipei, Taiwan, in the Asia region.
How does Bloom Protocol make money?
Two revenue lines are on record. Platform services (currently free) is the primary driver. The others are future marketplace commission (planned).
Who are Bloom Protocol's main competitors?
Direct peers on record are There's an AI For That, Futurepedia, BetaList, Indie Hackers, Launching Next, Product Hunt and DevHunt. Broad incumbents are Hacker News (Show HN), Crunchbase Discover / AngelList and AppSumo.
Does Bloom Protocol have an API?
Yes. Bloom Protocol offers an MCP (Model Context Protocol) server with 5 tools for AI agent integration: list_projects (browse catalog by category), recommend_for_me (personalized ranking from chat signals + past taste), sign_up_project (private follow), support_project (public backing under a Bloom handle), and remember_my_taste (record backed/skipped for cross-session learning). Additional REST API endpoints include: GET /api/projects for browsing projects by category, POST /api/recommend for personalized ranking with JSON body containing signals (intent, focus), GET /api/a2a/search for intent-based search, POST /api/diagnose-light for visibility checks, POST /api/listings for submitting browsing listings, GET/POST /api/tribe/events, and POST /api/agent/register for agent registration. Streamable HTTP endpoint at https://bloomprotocol.ai/api/mcp. No authentication required for read endpoints; bearer token from /api/agent/register for write endpoints. Developer documentation is at bloomprotocol.ai/skill.md.
What industry is Bloom Protocol in?
Bloom Protocol's product category is AI App Discovery Platform. Its primary akta.pro industry code is MPACAKAB, Topic/Interest-Based Content Discovery Apps. Its NAICS code is 519290 and its SIC code is 7372.