Directory of AI tools sorted by category with written overviews
Stage
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Founded
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Based in
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GB
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free
Pricing
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Free to list a tool. Optional paid placement: pinned listings for a week or sidebar sponsorship slots booked by the month, charged once upfront. No subscriptions or automatic recurring charges.
Key features
Zero glue code with internal handling of queueing, deduplication, distributed locking, retries, and embeddings
Server-side fusion for dense vectors, sparse models, and keyword tokens
Built-in dashboard and real-time metrics endpoints for monitoring
Scales from single container to distributed architecture
Autonomous MLOps with self-orchestrating encoder workers
Works with PostgreSQL, MariaDB, or Qdrant for storage
WMTR (Weighted Multilevel Token Representation) for handling messy enterprise text and identifiers
Typeahead-level latency on large corpora
Directory with 865 AI tools across 36 categories
Written overviews for 711 listings
Free tool submission without account required
AI agent integration via MCP skill
Community voting and ranking system
JSON catalogue available for download
Weekly launch boards with new tools
What makes it different
Unified REST API eliminates need to integrate separate embedding, queue, vector database, and fusion components
Combines keyword precision and semantic relevance with WMTR for superior handling of enterprise identifiers and part numbers
Flexible storage backend supporting PostgreSQL, MariaDB, or Qdrant with consistent API
Self-orchestrating encoder workers eliminate manual model pinning to machines
No paid ranking: tools ranked by community votes, not payment
Editorial review before listing publication
Completely free to list tools with no conditions or backlinks required