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  • F
    license
    B
    quality
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    maintenance
    Provides AI clients with a governed, searchable catalog of go-to-market context, including ownership, measurement, lineage, runbooks, and bulk-change templates. Optionally integrates with the UTM Builder for governed UTM reference data, preview, and issuance.
    15
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A persistent memory layer for AI tools that decouples personal data from AI's unstable memory, enabling you to mention information once and have it remembered forever across all conversations.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic search. Provides both CLI and MCP server interfaces so Claude Desktop can search and read your local documents.
    MIT
  • A
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    A
    quality
    B
    maintenance
    It functions as an OSINT bridge that allows AI agents to execute complex transforms and analyze entities within a persistent investigation graph. By leveraging its built-in tools and machine chains, it enables a native round-trip exchange of intelligence with Maltego Desktop.
    20
    95 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Metis gives AI agents expert know-how that named reviewers have approved, and only where its recorded conditions match the situation. High-risk situations go to a person. When an agent sees practice depart from procedure, it can send the expert one short question. Every retrieval is recorded on a hash-linked evidence chain.
    10
    25 PyPI
    2
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with bi-temporal querying and auditable records.
    4
    176 PyPI
    10
    Apache 2.0
  • A
    license
    A
    quality
    F
    maintenance
    Self-improving, verifiable memory for AI coding agents. Learns how you work, stops repeating mistakes, models each project, recalls the right lesson at the right moment. Every memory is signed and tamper-evident. Local-first.
    8
    2
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.
    10
    10
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  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for managing contextual data as markdown files with metadata, enabling agents to save, retrieve, search, and delete contexts using simple CRUD operations.
    5
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables Claude to retrieve relevant memories from a folder of markdown files using hybrid search (BM25F, dense embeddings, phrase proximity) and to explicitly report when no strong match exists instead of guessing.
    1
    10 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables teams to capture and distill knowledge from sessions, meetings, and feeds into a searchable, vector-embedded graph, then retrieve or synthesize it conversationally via semantic search and citations.
    17
    25
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides read-only access to the buildingSMART Data Dictionary (bSDD), enabling AI assistants to search and retrieve construction classifications, classes, properties, and relations through natural language.
    12
    4 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to check and retrieve concept-structured YouTube video summaries from the oratilo library via lookup and full-text search tools, avoiding redundant summarization work.
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables ChatGPT Developer Mode to answer questions using operator-defined instructions, with tools to set and retrieve those instructions via a local Streamable HTTP MCP server.
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A redaction engine and MCP server that scrubs sensitive identifiers (AWS keys, IPs, emails, etc.) from AI agent traces, enabling safe storage and sharing of war stories via submit, search, and retrieve tools.
    3
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server providing tools to search and retrieve insurance product information, coverage details, and compare policies from a pre-built knowledge graph of Belgian insurance products, with verbatim citations from source PDFs.
    10
    21 PyPI
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables coding agents to retrieve project context from an AnythingLLM RAG at session start and write back human-approved durable facts via five workflow-shaped tools.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI clients to retrieve curated long-form story and roleplay history from self-hosted Markdown memory libraries, with user-controlled access scopes and read-only tools for listing tags, searching, and reading full stages.
    4
    MIT