anda_kip 0.7.9

A Rust SDK of KIP (Knowledge Interaction Protocol) for building sustainable AI knowledge memory systems.
Documentation

Anda KIP

A Rust SDK of KIP (Knowledge Interaction Protocol) for building sustainable AI knowledge memory systems.

Crates.io Documentation License: MIT

Overview

KIP (Knowledge Interaction Protocol) is a knowledge memory interaction protocol designed for Large Language Models (LLMs), aimed at building sustainable learning and self-evolving knowledge memory systems for AI Agents.

This crate provides a complete Rust SDK of the KIP specification, offering:

  • Parser: Full KIP command parsing with comprehensive error handling using nom combinator library
  • AST: Rich Abstract Syntax Tree structures for all KIP command types
  • Executor Framework: Trait-based execution system for implementing KIP backends
  • Request/Response: Standardized JSON-based communication structures with batch command support
  • Type Safety: Leverages Rust's type system for reliable KIP command processing
  • Genesis Capsules: Pre-defined knowledge capsules for bootstrapping cognitive systems

Architecture

┌─────────────────────────────────────────────────────────────────────┐
│                              lib.rs                                  │
│  Re-exports: ast, capsule, error, executor, parser, request, types  │
└─────────────────────────────────────────────────────────────────────┘
                                    │
        ┌───────────────────────────┼───────────────────────────┐
        │                           │                           │
        ▼                           ▼                           ▼
┌───────────────┐        ┌─────────────────┐        ┌─────────────────┐
│     ast.rs     │        │   executor.rs   │        │   request.rs   │
│               │        │                 │        │                │
│ - Command     │        │ - Executor trait│        │ - Request      │
│ - KqlQuery    │◄───────│ - execute_kip   │        │ - CommandItem  │
│ - KmlStatement│        │ - execute_      │        │ - Response     │
│ - MetaCommand │        │   readonly      │        │ - ErrorObject  │
└───────┬───────┘        └─────────────────┘        └────────┬────────┘
        │                                                  │
        │                    ┌─────────────────┐           │
        ▼                    │   error.rs      │           │
┌───────────────┐           │                 │           │
│  types.rs     │           │ - KipError      │           │
│               │           │ - KipErrorCode  │           │
│ - Entity      │           │ - format_       │           │
│ - ConceptNode │           │   nom_error    │           │
│ - PropositionLink          └─────────────────┘           │
└───────────────┘                                           │
        │                                                   │
        ▼                    ┌─────────────────┐            │
┌───────────────┐           │   parser.rs     │            │
│  capsule.rs   │           │                 │            │
│               │           │ - parse_kip     │            │
│ - META_*_TYPE │           │ - parse_kql     │            │
│ - GENESIS_KIP │           │ - parse_kml     │            │
│ - *_KIP       │           │ - parse_meta    │            │
└───────────────┘           │ - parse_json    │            │
                            └────────┬────────┘            │
                                     │                     │
         ┌───────────────────────────┼─────────────────────┤
         │                           │                     │
         ▼                           ▼                     ▼
┌─────────────────┐        ┌─────────────────┐    ┌─────────────────┐
│   parser/       │        │   parser/       │    │   parser/       │
│   common.rs     │        │   kql.rs        │    │   kml.rs        │
│                 │        │                 │    │                 │
│ - identifier    │        │ - FIND clause   │    │ - UPSERT block  │
│ - variable      │        │ - WHERE clause  │    │ - DELETE stmt   │
│ - dot_path_var  │        │ - FILTER expr   │    │ - CONCEPT block │
│ - braced_block  │        │ - ORDER BY      │    │ - PROPOSITION   │
│ - parenthesized │        │ - LIMIT/CURSOR  │    │   block         │
└─────────────────┘        └─────────────────┘    └─────────────────┘
                                     │
                                     ▼
                            ┌─────────────────┐
                            │   parser/       │
                            │   meta.rs       │
                            │                 │
                            │ - DESCRIBE      │
                            │ - SEARCH         │
                            └─────────────────┘
                                     │
                                     ▼
                            ┌─────────────────┐
                            │   parser/       │
                            │   json.rs       │
                            │                 │
                            │ - json_value    │
                            │ - quoted_string │
                            │ - skip_ws_...   │
                            └─────────────────┘

KIP Command Types

KIP defines three main command types for interacting with the Cognitive Nexus:

KQL - Knowledge Query Language

Used for knowledge retrieval and reasoning. Supports complex graph pattern matching, filtering, aggregation, and result ordering.

FIND(?drug.name, ?drug.attributes.risk_level)
WHERE {
    ?drug {type: "Drug"}
    ?headache {name: "Headache"}
    (?drug, "treats", ?headache)

    FILTER(?drug.attributes.risk_level < 3)
}
ORDER BY ?drug.attributes.risk_level ASC
LIMIT 10

KML - Knowledge Manipulation Language

Used for knowledge evolution and updates. Supports atomic upsert operations and targeted deletion.

UPSERT {
    CONCEPT ?new_drug {
        { type: "Drug", name: "Aspirin" }
        SET ATTRIBUTES {
            molecular_formula: "C9H8O4",
            risk_level: 1
        }
        SET PROPOSITIONS {
            ("treats", { type: "Symptom", name: "Headache" })
            ("is_class_of", { type: "DrugClass", name: "NSAID" })
        }
    }
}
WITH METADATA {
    source: "Medical Database v2.1",
    confidence: 0.95
}

META - Knowledge Exploration

Used for introspection and schema exploration. Fast, metadata-driven commands.

DESCRIBE PRIMER
DESCRIBE DOMAINS
DESCRIBE CONCEPT TYPES
DESCRIBE CONCEPT TYPE "Drug"
SEARCH CONCEPT "aspirin" WITH TYPE "Drug" LIMIT 5

Quick Start

Add this to your Cargo.toml:

[dependencies]
anda_kip = "0.4"

Basic Usage

use anda_kip::{parse_kip, Command, Executor, Response, KipError};

// Parse a KQL query
let query = parse_kip(r#"
    FIND(?drug.name, ?drug.attributes.risk_level)
    WHERE {
        ?drug {type: "Drug"}
        ?headache {name: "Headache"}
        (?drug, "treats", ?headache)

        FILTER(?drug.attributes.risk_level < 3)
    }
    ORDER BY ?drug.attributes.risk_level ASC
    LIMIT 10
"#)?;

// Parse a KML statement
let statement = parse_kip(r#"
    UPSERT {
        CONCEPT ?new_drug {
            { type: "Drug", name: "Aspirin" }
            SET ATTRIBUTES {
                molecular_formula: "C9H8O4",
                risk_level: 1
            }
            SET PROPOSITIONS {
                ("treats", { type: "Symptom", name: "Headache" })
                ("is_class_of", { type: "DrugClass", name: "NSAID" })
            }
        }
    }
    WITH METADATA {
        source: "Medical Database v2.1",
        confidence: 0.95
    }
"#)?;

// Parse a META command
let meta = parse_kip("DESCRIBE PRIMER")?;

Implementing an Executor

use anda_kip::{Executor, Command, Json, KipError, Response};
use async_trait::async_trait;

pub struct MyKnowledgeGraph {
    // Your knowledge graph implementation
}

#[async_trait(?Send)]
impl Executor for MyKnowledgeGraph {
    async fn execute(&self, command: Command, dry_run: bool) -> Response {
        match command {
            Command::Kql(query) => {
                // Execute KQL query against your knowledge graph
                todo!("Implement KQL execution")
            },
            Command::Kml(statement) => {
                // Execute KML statement to modify knowledge graph
                todo!("Implement KML execution")
            },
            Command::Meta(meta_cmd) => {
                // Execute META command for introspection
                todo!("Implement META execution")
            }
        }
    }
}

High-Level Execution with Request/Response

use anda_kip::{execute_kip, Request, Response};

// Using the high-level execution function
let executor = MyKnowledgeGraph::new();
let response = execute_kip(&executor, "FIND(?x) WHERE { ?x {type: \"Drug\"} }").await?;

// Using structured requests with parameters
let request = Request {
    command: "FIND(?drug) WHERE { ?drug {type: \"Drug\", name: :drug_name} }".to_string(),
    parameters: [("drug_name".to_string(), json!("Aspirin"))].into_iter().collect(),
    dry_run: false,
    ..Default::default()
};

let response = request.execute(&executor).await?;

Batch Command Execution

use anda_kip::{Request, CommandItem};

let request = Request {
    commands: vec![
        CommandItem::Simple("DESCRIBE PRIMER".to_string()),
        CommandItem::Simple("FIND(?t.name) WHERE { ?t {type: \"$ConceptType\"} } LIMIT 50".to_string()),
        CommandItem::WithParams {
            command: r#"UPSERT { CONCEPT ?e { {type:"Event", name: :name} } }"#.to_string(),
            parameters: [("name".to_string(), json!("MyEvent"))].into_iter().collect(),
        },
    ],
    parameters: [("limit".to_string(), json!(10))].into_iter().collect(),
    dry_run: false,
    readonly: false,
};

let (cmd_type, response) = request.execute(&executor).await?;

Error Handling

KIP defines standard error codes for AI Agent self-correction:

Code Range Category Example
1xxx Syntax Errors KIP_1001: InvalidSyntax
2xxx Schema Errors KIP_2001: TypeMismatch
3xxx Logic/Data Errors KIP_3002: NotFound
4xxx System Errors KIP_4001: ExecutionTimeout
use anda_kip::{KipError, KipErrorCode};

// Parse error
let result = parse_kip("INVALID COMMAND");
if let Err(KipError { code, message, .. }) = result {
    println!("Error {}: {}", code.code(), message);
    println!("Hint: {}", code.hint());
}

Parameter Substitution

KIP supports parameterized queries for safer and more reusable command execution:

use anda_kip::{Request, CommandItem};
use serde_json::json;

// Single command with parameters
let request = Request {
    command: r#"FIND(?drug) WHERE { ?drug {type: "Drug", name: :name} }"#.to_string(),
    parameters: [
        ("name".to_string(), json!("Aspirin")),
    ].into_iter().collect(),
    dry_run: false,
    ..Default::default()
};

// Parameters are substituted before parsing
// :name becomes "Aspirin"
let command_str = request.to_command();
// "FIND(?drug) WHERE { ?drug {type: \"Drug\", name: \"Aspirin\"} }"

Module Organization

The crate is organized into several key modules:

Module Description
ast Abstract Syntax Tree definitions for all KIP constructs
capsule KIP Genesis Capsules - static knowledge definitions
error Comprehensive error types with standard KIP error codes
executor Execution framework with async traits for implementing backends
parser Nom-based parsers for KQL, KML, and META commands
request Request/Response structures for JSON-based communication
types KIP Entity Types (ConceptNode, PropositionLink)

Specification

This implementation follows the official KIP specification. For detailed information about the protocol, syntax, and semantics, please refer to:

👉 KIP Specification

Contributing

We welcome contributions! Please feel free to submit issues, feature requests, or pull requests.

License

Copyright © 2026 LDC Labs.

anda_kip is licensed under the MIT License. See LICENSE for the full license text.