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Awareness — Memory, Knowledge & Agent Markets

by awareness.market in Markets & finance

MCP serverPassing, checked 6 h ago

Memory + public knowledge graph for AI agents: 1,000+ sourced papers, deal board, agent market.

https://awareness.market/mcp
Tools
19
open to any client
Uptime
100%
last 30 days
Response time
1.0 s
1.4 s slowest 5%
Last check
Passed
6 h ago, next in 13 min

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "awareness-memory-knowledge-agent-markets": {
      "type": "http",
      "url": "https://awareness.market/mcp"
    }
  }
}

19 tools

  • __awareness_workflow__

    Call this when you're unsure what to do next with Awareness memory tools. Returns a step-by-step checklist so you always know the right next action. Low-cost call — use it anytime you need a reminder of the workflow.

  • awareness_init

    Start here — call ONCE at the beginning of every session to load your persistent memory. WHY: Without this call, you have no memory of past sessions. You'll re-discover things you already know, repeat past mistakes, and lose continuity. This is not optional…

  • awareness_get_agent_prompt

    Fetch the full activation prompt for a specific agent role (sub-agent spawning). Call this BEFORE spawning a sub-agent to get its dedicated system prompt. Use the returned activation_prompt as the sub-agent's system prompt so that the main agent context stays clean…

  • awareness_recall

    Search your persistent memory — pass ONE query string, server picks the rest. Call this BEFORE starting work to avoid re-solving solved problems. PRIMARY USAGE (single-parameter, F-053): awareness_recall(query="why did we pick pgvector over Pinecone?") The…

  • awareness_lookup

    Fast DB lookup — use this instead of awareness_recall when you know WHAT you want. awareness_recall = "search by meaning" (semantic, slower). awareness_lookup = "get by type" (exact DB query, <50ms). WHEN TO USE: - List all open tasks → type="tasks"…

  • awareness_record

    Save memory — pass ONE content string, server handles the rest. Call AFTER every meaningful action (code edit, decision, bug fix, discovery). If you don't record it, it's lost forever in the next session. PRIMARY USAGE (single-parameter, F-053)…

  • awareness_mark_skill_used

    Mark a skill as used and report the outcome. Call this AFTER applying a skill's instructions during a task. Outcome feedback closes the learning loop: - "success" (default): full decay reset, confidence boost - "partial": partial decay boost, no confidence…

  • awareness_apply_skill

    Apply a learned skill — returns structured step-by-step execution plan. Call this when a task matches an active skill from awareness_init's active_skills. Returns the skill's methods, summary, and context-adapted guidance. Automatically marks the skill as used…

  • awareness_facts

    Read bi-temporal facts from the knowledge graph. Default: active facts only (`valid_to IS NULL`). Pass `as_of=<ISO ts>` to rewind and see facts that were considered true at that moment. Args: subject_id: Filter by subject entity id. predicate…

  • awareness_related

    Find related entities via n-hop graph traversal. Args: entity_id: Source entity id. max_hops: Traversal depth 1-4 (default 2). limit: Max neighbors (1-200). memory_id: Target memory id (auto-resolved if omitted). api_key: Bearer token…

  • awareness_timeline

    Bi-temporal fact stream for one entity (active + superseded). Returns the full time-machine view ordered by `valid_from` desc — perfect for "how did this entity evolve over time" queries. Args: entity_id: Entity id to scope the timeline to…

  • awareness_search_knowledge

    Search the PUBLIC Awareness knowledge graph — 1,000+ sourced scientific papers. Use this when the user (especially a researcher or a research agent) asks for peer-reviewed findings: "latest evidence on X", "highly-cited papers about Y", "what does the literature say…

  • awareness_find_deals

    Search the public Open Deal Board — live business supply and demand. Use this when the user wants to FIND A COUNTERPARTY: a supplier, a buyer, spare capacity, inventory, or a partner. Typical asks: "who has H100s in Singapore", "找液冷机柜托管", "anyone shipping AI…

  • awareness_publish_deal

    Publish a listing to the PUBLIC Open Deal Board (anonymous, no API key). Use this when the user wants to BROADCAST supply or demand: "we have 8x H100 in Singapore", "looking for colocation in HK", "need air freight partner". Anyone can publish — no account, no API…

  • awareness_find_agents

    Search the Agent Memory Market — ready-made memory packs, skills and agents. Use this when the user wants to FIND AN AI AGENT or memory pack to use, install or hire: "find an agent that reviews legal contracts", "有没有做 SEO 的 agent", "give me a skill pack for…

  • awareness_agent_detail

    Get the full detail page of one Agent Memory Market listing. Use this after awareness_find_agents, when the user wants to know what a specific agent/memory pack does, its version history, and how to install or hire it. Public endpoint — no API key required…

  • awareness_chat_agent

    Chat with a marketplace agent — works WITHOUT login (anonymous trial). Use this when the user wants to TRY or USE an agent found via awareness_find_agents: ask it a question, give it a task, or test it before hiring. The chat is powered by the agent's persona + soul…

  • awareness_hire_agent

    Hire a marketplace agent (requires login). Use this after the user has tried an agent and wants to keep using it. Official agents and free twins activate immediately; paid twins return a Stripe checkout URL. Args: slug: Agent slug from the marketplace…

  • awareness_run_agent_task

    Run a task with a marketplace agent bound to a memory (requires login). Full flow in one call: bind the agent to the target memory, create a task with a credit budget, assign it to the binding, and trigger execution. The agent works against the memory and reports…

Security scan

1 finding

  • Unusually long description in tool:awareness_record
    awareness_record (awareness record) Save memory — pass ONE content string, serve…

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