Preloading hundreds of enterprise tool schemas dilutes model attention and inflates token costs. SkillPrism indexes skills completely out-of-context, injects only what the model needs for that exact step, and compacts return context by 91%.
npx @ritualdev-lab/skillprism benchmark
Shrinks 11,900+ tokens of bloated static schemas down to ~326 tokens across 100 enterprise tools.
Zero-dependency sub-millisecond keyword and tag affinity search over out-of-context tools.
Replaces 500-row database returns and heavy logs with compact cryptographic Semantic Receipts.
The 4-stage lifecycle eliminating context bloat and hallucinated parameters.
All 500+ MCP tools and OpenAPI schemas are ingested into an ultra-fast local Okapi BM25 engine. The LLM prompt starts with 0 tools loaded, saving up to 25,000 upfront tokens.
The model receives only 2 meta-tools: search_skills and load_skill. When the agent searches for "postgres query", it receives only 1-line tool candidates.
When load_skill is called, the transparent MCP protocol interceptor injects the selected tool's schema into the model's active toolset for that specific step with automated turn TTL expiry.
Heavy tool outputs are vaulted out-of-context and replaced with lightweight Semantic Receipts. The model uses inspect_receipt to query specific fields without loading thousands of lines of JSON.
From turnkey custom MCP integrations to private fleet gateways and compliance sandboxing, empower your AI coding assistants with sub-millisecond precision.
Full local engine for solo developers. Zero prompt bloat, out-of-context BM25 search, and semantic receipts.
For professional developers & power users running autonomous agents on large enterprise codebases.
Centralized self-hosted or managed gateway for corporate engineering fleets (Claude Code, Cursor, Windsurf).
Full-service bespoke MCP server development and progressive disclosure pipeline for internal enterprise systems.
SkillPrism is 100% free and open-source under Apache-2.0. Community contributions (from $1 / ₹10+ via UPI, Cards, Apple Pay) accelerate research on token optimization and context management.