Semantically search the SHOAL oracle and fleet vector index for patterns, crates, solutions, and knowledge. Returns ranked results with conservation metadata.
MIT
779,393 tools. Updated 2026-11-13 23:49
"Semantic Search API Solutions" matching MCP tools:
- Search within related memories to find solutions in specific problem contexts using semantic scoping without embeddings.MIT
- Search ALL memory: decisions, solutions, facts, lessons from ALL past sessions. 6-stage pipeline: FTS5+BM25 → semantic → fuzzy → graph → (optional) CrossEncoder → (optional) MMR. Default: hybrid mode (BM25 + semantic + RRF).MIT
- Generate embeddings for codebase symbols to enable hybrid semantic search, using local CPU inference without API keys.AGPL 3.0
- Search a knowledge graph with semantic queries to retrieve related sessions, errors, and solutions, ranked by relevance and recency.MIT
- Find similar errors and their solutions by submitting an error message. Semantic search returns relevant matches to help resolve issues.MIT
Matching MCP Servers
- AlicenseAqualityCmaintenanceEnables natural language search of local photo archives using AI-powered semantic understanding, with integration into Claude Desktop via the Model Context Protocol.42MIT
- AlicenseAqualityBmaintenanceLocal semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers for verification, with 100% local processing using ONNX embeddings and LanceDB.31MIT
Matching MCP Connectors
Search solutions from agent work; optionally publish evidence, report reuse and link improvements.
Global Job Search API for All Job Boards, Remote
- List, search, and retrieve architecture patterns, solutions, and common issues to accelerate engineering problem-solving.GPL 3.0
- Search past failure experiences and solutions to resolve current errors.MIT
- Search past session context for relevant mistakes and solutions to avoid repeating failed approaches.MIT
- Search past Claude Code session transcripts semantically to find previous discussions, solutions, or context from coding sessions. Retrieve matching content with session metadata for navigation.-
- Search OpenMetadata entities using natural language queries with vector-based semantic matching.MIT
- Search debug history to find past solutions for coding errors, automatically triggered when issues occur.MIT
- Find documentation, code examples, API references, library versions, or error solutions by searching the live internet with a query.Apache 2.0
- Search Red Hat KCS solutions to retrieve a list of Solution IDs for matching knowledge articles.-
- Create solutions via the CISO Assistant API to organize compliance and risk management data.MIT
- Reconstruct memory state at a past timestamp to run semantic search queries. Understand how agent context evolved over time.MIT
- Find Amazon Business API documentation using natural language queries. Search across API schemas, authentication guides, implementation examples, and troubleshooting resources to get relevant documentation snippets for integration development.Apache 2.0
- Index a dataset so text chunks become searchable. Splits content into RAG-ready chunks and generates embeddings for semantic retrieval.MIT
- Search AnyAPI's API catalog by keyword, category, or platform. Get ranked matches with descriptions to find the right scraping or data API for your task.Apache 2.0
- Rebuild the semantic search index from stored sessions. Used after Pro activation or to recover from a corrupted index.Business Source 1.1
- Retrieve all computed origin solutions for a seismic event to compare alternative hypocenter locations and identify which agencies provided them.AGPL 3.0