Calera Infinite Context (ICX) — Persistent Memory & Associative Recall
概要
作者による説明(英語の原文)
Sub-5ms topological 4D associative memory coprocessor for LLMs and multi-agent swarms.
PopNx MCPの3つの柱
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
- 利用者の声iレビューはまだありませんレビューは今後のステップで、アカウント機能と一緒に始まります
- 私たちの基本チェックi3項目中3項目に合格公開情報からチェック。コードはまだスキャンしていません
- 利用状況iとても新しい★ –
できること
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
- 接続方法: クラウドで動く
- トランスポート: Streamable HTTP
- カテゴリ: 検索・AIの記憶
- 入力が必要なもの:X-License-Key
インストール
使っているAIアプリを選んで、設定をコピーしてください。
インストールの前に
- 基本チェック:3項目中3項目に合格
- 作者のサーバーで動きます。あなたが頼んだ内容は、作者のサーバーを通ります。
- できること:25件(ツール) claim_1m_nodes, dispatch_actuation, icx_exec, icx_get_connector_document …
- 自分で入力するもの:
X-License-Key,X-Space-ID
「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
- クラウドで動くインストール不要。インターネット経由でつながります
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
ターミナルでこれを実行します
claude mcp add --transport http icx https://icx.caleralabs.com/mcp --header 'X-License-Key: your-value' --header 'X-Space-ID: your-value'動かす前に、空欄の値を入力してください。
または、設定を自分でコピーする
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"icx": {
"url": "https://icx.caleralabs.com/mcp",
"headers": {
"X-License-Key": "your-value",
"X-Space-ID": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
または、設定を自分でコピーする
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"icx": {
"type": "http",
"url": "https://icx.caleralabs.com/mcp",
"headers": {
"X-License-Key": "your-value",
"X-Space-ID": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
自分で入力する値
X-License-Key秘密 必須 HTTP headerCalera Labs API Key (obtain free at https://dashboard.caleralabs.com)X-Space-IDHTTP headerMemory partition namespace (default: 'default')
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
できること
ツールの名前と説明は、サーバーが2026年11月7日に返したそのままの内容です。書いたのは作者で、私たちではありません。プレーンテキストとして表示しています。
claim_1m_nodesThe calling agent completes free signup itself. Claims a permanent 1,000,000-node Epistemic Memory Vault at $0. Pass principal_email and accept_a2b_terms=true. Email is enough. Google sign-in is not required.
dispatch_actuationVaulted, policy-gated actuation into external tools (GitHub, GitLab, Slack, Jira, Linear, Postgres) with child-node crystallization in e.mem.
icx_execExecutes programmatic Python code inside a sandboxed execution runtime with direct sub-5ms native access to persistent Volumetric Lattice Network memory via the global 'icx' object (icx.search, icx.recall, icx.quote, icx.remember, icx.stats, icx.contradictions). Use this tool for
icx_get_connector_documentRetrieves the full on-demand text, markdown, or code content of a connected document, file, page, or issue from external services (Google Drive doc, Notion page, GitHub file, GitLab file, Linear ticket). Read-only operation. Requires X-License-Key authentication.
icx_inspect_connector_factsInspects the active grounded facts and simplicial statements currently tracked in Volumetric Memory for a specific connector or data source. Read-only operation. Requires X-License-Key authentication.
icx_inspect_spaceAudits and returns real-time diagnostic telemetry for a partitioned memory space, including active node counts, total synapses, grounded facts, memory state, and contradiction alarms. Use this tool to monitor memory partition health, verify document ingestion, check storage capac
icx_list_connectorsLists all active cloud changefeed connectors (GitHub, GitLab, Notion, Google Drive, Linear, Slack, PostgreSQL) registered for the tenant. Read-only operation. Requires X-License-Key authentication.
icx_multihop_walkExecutes a single-pass sub-5ms multi-hop simplicial causal walk across the Volumetric Lattice Network and Ontology relations. Traces transitive dependency chains (e.g. A -> B -> C -> D -> Leaf) and resolves temporal state overrides (retaining dynamic multi-policy mutations). Read
icx_purge_sourceExecutes O(1) instant memory unlinking and revocation of all facts, simplices, and document associations learned from a specific data source or connector without requiring model retraining. Mutating operation. Requires X-License-Key authentication.
icx_quote_slotRetrieves exact character-for-character verbatim text and cryptographic SHA-256 hashes from document registers by document family and 1-based slot index without AI paraphrasing. Optional start (0-based character offset) and length (character count) return a verbatim slice of the
icx_recall_scopedPerforms semantic search across persistent long-term memory to retrieve grounded facts, relevant citations, and source documents matching a natural language question. Use this tool when answering questions about previously saved project specifications, codebase decisions, user pr
icx_register_connectorRegisters a new cloud webhook changefeed connector or remote MCP server for continuous epistemic auto-sync with AES-256-GCM secret vaulting and HMAC signature verification. Mutating operation. Requires X-License-Key authentication.
icx_rememberStores text documents, code snippets, architectural decisions, and factual knowledge into persistent long-term memory partitioned by space_id. Use this tool when saving important facts, project conventions, API keys, user preferences, or documentation for future sessions. Do NOT
icx_reset_sessionClears conversational dialogue turn history for a session while strictly preserving all underlying persistent memory, learned facts, and document registers in the memory space. Use this tool when switching conversation topics or clearing dialogue context between independent tasks
icx_search_factsPerforms keyword and token search across persistent memory to discover entities, names, and matching terms within a memory space. Use this tool for entity exploration, keyword discovery, and locating specific identifiers or variables in memory. Do NOT use for answering natural la
icx_swarm_stateManages the persistent shared variable namespace (V_t) and mutex leases for collaborative swarms of autonomous agents (Cursor, Claude, Cline, OpenDevin). Reads, writes, or atomic CAS-swaps typed state objects (AST graphs, data tables, audit flags) without prompt re-serialization.
icx_sync_auditRetrieves historical synchronization events, deltas processed, facts learned, and sub-2ms latency telemetry for compliance and audit auditing. Read-only operation. Requires X-License-Key authentication.
icx_sync_deltaExtracts fine-grained deltas between previous text/document state and updated state, and crystallizes them into the Volumetric Memory lattice in sub-2ms on CPU with automatic secret scrubbing and SHA-256 deduplication. Use this tool for continuous incremental sync of code files,
icx_trigger_syncTriggers an on-demand active pull and delta synchronization for a registered connector (GitHub, GitLab, Notion, Google Drive, Linear, Slack, PostgreSQL). Fetches live commits, issues, PRDs, or DDL schemas and crystallizes deltas into persistent Volumetric Memory in sub-2ms. Mutat
icx_var_getRetrieves a named typed variable, AST, symbol table, or state object from the persistent V_t swarm namespace. Read-only. Requires X-License-Key authentication.
icx_var_listLists all active variables and types stored in the persistent V_t swarm namespace, with optional prefix matching. Read-only. Requires X-License-Key authentication.
icx_var_setStores a named typed variable, AST, symbol table, or state object into the persistent V_t swarm namespace with optional TTL. Accessible to all collaborative agents. Requires X-License-Key authentication.
icx_wasm_execExecutes compiled WebAssembly (WASM) bytecode or WAT text in-process with direct sub-100 microsecond Go host function memory bindings (icx_search, icx_recall, icx_quote, icx_remember, icx_walk, icx_get_var, icx_set_var, icx_stats). Eliminates subprocess spawning and socket IPC fo
recall_epistemic_contextSub-5ms Voronoi topological walk and semantic recall across connected tools, repos, issues, and memory. Replaces external read tools.
solve_hermeneuticsPublic Deterministic Solver for Comparative Paradigmatic Analysis (CPA), 1st-Century Jewish Hermeneutics (Middot), and Concentric Chiastic Folding for Tov Rose and Dr. Pitcher research. Zero hallucination guarantee (boundary operator d^2 = 0).
基本チェックi
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月9日にチェック
- ✓ 合格
作者とリポジトリが一致
レジストリ名は、リポジトリを所有するGitHubアカウント Calera-Labs で確認済みです
- … 未チェック
今もメンテナンスされている
このリポジトリはまだGitHubから読み取っていません
- … 未チェック
ライセンスがある
このリポジトリはまだGitHubから読み取っていません
- ✓ 合格
エンドポイントが応答する
192ミリ秒で応答(HTTP 200)
- – 対象外
OAuthでサインイン
サインイン不要
- ✓ 合格
ツールの説明に隠れた指示がない
25件のツールの説明を読み、AIへの隠れた指示は見つかりませんでした
検索・AIの記憶のほかのサーバーとの比較i
- このカテゴリのほかの5763件のうち0%よりスターが多い
- このカテゴリのほかの5763件のうち73%より最近レジストリに公開
- 基本チェックの結果が、このカテゴリのほかの5763件のうち100%と同じかそれ以上
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
よくある質問
Calera Infinite Context (ICX) — Persistent Memory & Associative Recallは安全ですか?
当てはまる基本チェック3項目のうち3項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
どんなキーやコードが必要ですか?
入力が必要なもの:X-License-Key
パソコンで動きますか、それともクラウドですか?
作者のクラウドで動きます。インストール不要でインターネット経由でつながりますが、送った内容は作者のサーバーを通ります。
今もメンテナンスされていますか?
GitHubリポジトリの最終更新は–、最新バージョン(1.4.0)がレジストリに届いたのは14 日前です。
どのアプリで使えますか?
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
代わりに使えるものは?
同じカテゴリには:Context7, Codebase Memory, Exa
代わりの候補
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:↓ 週あたりのダウンロードi★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Exa
Connect AI agents to Exa for web search, content fetching, and multi-step research.
作者のREADME
READMEを開く
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
Infinite Context (ICX) — Persistent Memory MCP Server
Official Model Context Protocol (MCP) connector for Calera Labs Infinite Context (ICX). Connects AI agents (Claude Desktop, Cursor, VS Code, Zed, and custom autonomous swarms) directly to persistent, sub-quadratic topological memory on the Volumetric Lattice Network.
"Context Without Limits. Memory Without Loss."
⚡ Why ICX Over Naive 1M+ Context Windows?
- Zero Attention Diffusion: Rather than stuffing millions of tokens into dense attention where models suffer Lost-in-the-Middle decay, ICX crystallizes knowledge into permanent $A_4$ simplicial lattice nodes (
icx_remember). - Epistemic Geodesic Navigation & 1D Holographic Ribbon: Calculates stationary-action shortest paths across the 4D simplicial complex from premise to conclusion. Replaces noisy 2,000+ token context bags with an 80-token crystal chain (
), reducing prompt injection tokens and Time-To-First-Token (TTFT) by >40%. - Sub-1ms $A_4$ Simplicial Transitive Graph Walker: Traverses 5-hop causal authority and dependency paths ($A \to B \to C \to D$) in a single sub-millisecond CPU pass (
icx_multihop_walk), resolving BABILong 500k-1M+ token chains with 100% precision. - Sub-100µs In-Process WASM & CodeAct Execution: Execute programmatic data analysis, aggregations, and deterministic Python/WASM calculations with 0.00% math hallucinations (
icx_wasm_exec,icx_exec) achieving a $680\times$ token arbitrage moat. - Multi-Agent Shared REPL Swarms ($V_t$): Heterogeneous agent teams (Cursor, Claude, Cline, OpenDevin) share atomic variable state, distributed mutex leases, and AST structures without re-serializing context into text tokens (
icx_swarm_state,icx_var_set,icx_var_get). - 2026-07-28 Stateless Protocol Core: Fully compliant with the 2026-07-28 Stateless MCP Specification (SEP-2243, SEP-2575, SEP-2549) with sub-5ms zero-handshake direct tool calls and intelligent caching (
ttlMs: 86400000). - 100% Sweep on Major Public Benchmarks:
- 96.28% (466/484 exact) on RULER MRCR v2 at 128k–1M context (and 100.00% on 10M NIAH / BenchLM 1M single-needle).
- 100.00% on BABILong 500k 5-hop causal resolution in 882µs.
- 100.00% on $\tau$-bench multi-policy retention.
- 99.76% cost & token savings on Artificial Analysis evaluation.
- 1.0 Grounding Score on SWE-bench AST symbol fidelity.
- Streamable Hosted Endpoint: Zero local model downloads required. Connect via streamable HTTP/SSE with your API key from dashboard.caleralabs.com.
🚀 1-Click Quickstart Integrations
1. Cursor IDE
Add the following to your project's .cursor/mcp.json (or global Cursor Settings → Features → MCP):
{
"mcpServers": { "infinite-context": { "url": "https://icx.caleralabs.com/mcp", "headers": { "X-License-Key": "clabs_live_YOUR_KEY", "X-Space-ID": "default" } } } }
*(Get your free API key at [dashboard.caleralabs.com](https://dashboard.caleralabs.com))*
2. Claude Desktop
Add to your claude_desktop_config.json:
- macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json - Linux:
~/.config/Claude/claude_desktop_config.json
{
"mcpServers": { "infinite-context": { "url": "https://icx.caleralabs.com/mcp", "headers": { "X-License-Key": "clabs_live_YOUR_KEY" } } } }
3. Smithery CLI (1-Click Terminal Command)
Install automatically across Claude, Cursor, or VS Code using Smithery:
# For Claude Desktop
npx -y @smithery/cli install @calera-labs/icx-mcp --client claude
For Cursor IDE
npx -y @smithery/cli install @calera-labs/icx-mcp --client cursor
For VS Code
npx -y @smithery/cli install @calera-labs/icx-mcp --client vscode
4. VS Code / GitHub Copilot
Add to .vscode/mcp.json:
{
"servers": { "infinite-context": { "url": "https://icx.caleralabs.com/mcp", "headers": { "X-License-Key": "clabs_live_YOUR_KEY" } } } }
5. Stdio Gateway Proxy (Air-Gapped / CLI)
If your environment only supports local stdio sub-processes:
{
"mcpServers": { "infinite-context": { "command": "npx", "args": ["-y", "@caleralabs/icx-mcp"], "env": { "ICX_LICENSE_KEY": "clabs_live_YOUR_KEY", "ICX_SPACE_ID": "default" } } } }
6. Zero-Config Auto-Bridge with Calera LLM-VM (@caleralabs/llm-vm-mcp)
Pair Infinite Context (`icx-mcp`) with Calera LLM-VM (`llm-vm-mcp`) to give your coding agent both an isolated execution chamber (the hands) and persistent volumetric memory (the eyes):
{
"mcpServers": { "calera-llm-vm": { "command": "npx", "args": ["-y", "@caleralabs/llm-vm-mcp"] }, "calera-icx": { "command": "npx", "args": ["-y", "@caleralabs/icx-mcp"] } } }
- Zero-Setup Auto-Bridge: Both servers share
~/.calera/icx.envand bind to the exact same deterministic space ID (space_). - Instant Autonomous Funnel: If you don't have an API key, the agent calls
claim_free_icx_tokens(email)inllm-vm-mcpto claim 1,000,000 free persistent tokens.icx-mcpautomatically hot-reloads and activates the identical memory space without needing to restart Cursor or Claude. - Unified Memory Manifold: MicroVM execution diffs, compiler errors, and test logs committed via
vm_sync_icx_memoryare immediately searchable and readable byicx_recall_scoped,icx_remember, andicx_multihop_walk.
🛠️ Certified MCP Tools Reference (19 Tools)
| Tool | Purpose | Primary Inputs | Behavior | |
|---|---|---|---|---|
| `icx_remember` | Stores text, code, decisions, and documentation into persistent long-term memory. | text (required), space_id, filename, family | Additive & Non-destructive | |
| `icx_recall_scoped` | Performs semantic search across memory to retrieve grounded facts and source citations for QA. Supports optional format: "ribbon" for 1D Geodesic Ribbon prompt injection. | query (required), space_id, top_k, format (optional: standard \ | ribbon) | Read-only |
| `recall_epistemic_context` | Ultra-compact (<160 tokens) read gateway into persistent epistemic memory. Returns high-salience grounded facts with optional 1D holographic ribbon serialization (format: "ribbon"). | query (required), space_id, top_k, format (optional: standard \ | ribbon) | Read-only |
| `icx_search_facts` | Keyword and entity search across memory nodes for lexical exploration and token lookup. | query (required), space_id, limit | Read-only | |
| `icx_quote_slot` | Retrieves exact character-for-character verbatim text and SHA-256 hashes from document registers. | family (required), index (required), space_id | Read-only | |
| `icx_inspect_space` | Returns diagnostic telemetry: active nodes, total synapses, grounded facts, and contradiction alarms. | space_id (optional) | Read-only | |
| `icx_reset_session` | Clears conversational turn history while preserving all underlying persistent memory. | space_id (optional) | Mutates session only | |
| `icx_sync_delta` | Extracts fine-grained text/JSON deltas and crystallizes them into the lattice in sub-2ms on CPU. | new_text (required), old_text, uri, source_id, space_id | Mutating Sync | |
| `icx_list_connectors` | Lists all active continuous changefeed connectors (GitHub, GitLab, Notion, Drive, Linear, Slack, SQL). | *None* | Read-only | |
| `icx_register_connector` | Registers a new cloud webhook changefeed connector with AES-256-GCM secret vaulting. | type (required), name (required), target_uri (required), webhook_secret | Mutating Sync | |
| `icx_purge_source` | Executes O(1) instant memory unlinking and revocation of all facts from a source without retraining. | source_id (required), space_id | Mutating Purge | |
| `icx_sync_audit` | Retrieves historical delta synchronization events, deltas processed, facts learned, and latency metrics. | *None* | Read-only | |
| `icx_exec` | Executes programmatic Python code in a sandboxed runner with direct sub-5ms native icx memory bindings. | code (required), space_id, timeout_ms | Programmatic CodeAct | |
| `icx_wasm_exec` | Executes in-process WebAssembly / Native memory scripts with sub-100µs latency and 0.00% math error. | wasm_base64 or wat_text (required), space_id | Fast-Path Kernel | |
| `icx_multihop_walk` | Sub-1ms $A_4$ Simplicial Transitive Graph Walker for multi-hop causal chains and transitive deduction. | start_entity (or root_entity), target_entity, max_hops, space_id | Causal Graph Traversal | |
| `icx_swarm_state` | Inspects or executes atomic multi-agent shared workspace variables ($V_t$) and distributed leases. | action (required: get/set/list/lease), var_name, space_id | Swarm Coordination | |
| `icx_var_set` | Stores typed structured data (JSON, ASTs, schemas) into shared agent variable space with CAS support. | name (required), value (required), expected_version, space_id | Atomic Mutation | |
| `icx_var_get` | Retrieves shared workspace variable with version metadata and lease validation. | name (required), space_id | Read-only | |
| `icx_var_list` | Lists all registered variable names and schema types in the multi-agent shared workspace. | space_id (optional) | Read-only |
🧭 Epistemic Geodesic Navigation & 1D Holographic Ribbon Mode
By default, ICX retrieval tools return structured JSON facts (format: "standard"). When prompt budget is constrained or when operating in tight 2k–4k LLM viewports, callers can opt into 1D Holographic Ribbon Mode (format: "ribbon"):
MCP Tool Call Example:
{
"name": "recall_epistemic_context", "arguments": { "query": "AAPL operating revenue to free cash flow bridge", "format": "ribbon" } }
Serialized Holographic Ribbon Output:
<nav:ribbon premise="AAPL_REV" target="FREE_CASH_FLOW" steps=4 action=5.6600>
AAPL_REV -> OPERATING_INCOME -> TAX_EXPENSE -> NOPAT -> FREE_CASH_FLOW
This drops prompt injection token consumption by >40% compared to uncompressed fact bags while preserving 100% causal grounding and transitive deductive pathways.
🤖 Recommended Agent System Instruction
To ensure your autonomous agents systematically store architecture decisions, traverse causal paths, and recall ground-truth context, add this block to your agent's system prompt:
1. Store project decisions, architectural constraints, and key invariants in ICX using `icx_remember`.
- Before answering historical codebase questions or resolving complex dependencies, use
icx_recall_scopedoricx_multihop_walkto retrieve exact grounded facts and transitive causal chain
冒頭だけを表示しています。続きはリポジトリで読めます