Merge 394831662c into da71eaebd2
This commit is contained in:
commit
a3074332c1
86
docs/memory-cognee.md
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86
docs/memory-cognee.md
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@ -0,0 +1,86 @@
|
||||
---
|
||||
summary: "Cognee memory quick setup and usage"
|
||||
read_when:
|
||||
- Setting up Cognee memory provider
|
||||
- Configuring knowledge graph memory
|
||||
---
|
||||
|
||||
# Cognee Memory Provider
|
||||
|
||||
Moltbot supports [Cognee](https://www.cognee.ai/) - [open source AI memory](https://github.com/topoteretes/cognee) - as an optional memory provider. Cognee builds knowledge graph memory backed by embeddings from any data and can be run locally with Docker. Learn more from [Cognee Documentation](https://docs.cognee.ai/).
|
||||
|
||||
## Quickstart with Docker
|
||||
|
||||
Run the example compose file:
|
||||
|
||||
```bash
|
||||
docker compose -f examples/cognee-docker-compose.yaml up -d
|
||||
```
|
||||
Verify:
|
||||
|
||||
```bash
|
||||
curl http://localhost:8000/health
|
||||
```
|
||||
|
||||
## Configuration
|
||||
|
||||
Put the token in `~/.clawdbot/.env`:
|
||||
|
||||
```bash
|
||||
COGNEE_API_KEY="your-cognee-access-token"
|
||||
CLAWDBOT_GATEWAY_TOKEN="your-random-gateway-token"
|
||||
```
|
||||
|
||||
Configure `~/.clawdbot/moltbot.json` (JSON5):
|
||||
|
||||
```json5
|
||||
{
|
||||
agents: {
|
||||
defaults: {
|
||||
memorySearch: {
|
||||
enabled: true,
|
||||
provider: "cognee",
|
||||
sources: ["memory", "sessions"],
|
||||
experimental: { sessionMemory: true },
|
||||
cognee: {
|
||||
baseUrl: "http://localhost:8000",
|
||||
apiKey: "${COGNEE_API_KEY}",
|
||||
datasetName: "clawdbot",
|
||||
searchType: "GRAPH_COMPLETION",
|
||||
maxResults: 6,
|
||||
autoCognify: true,
|
||||
timeoutSeconds: 180
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
Start the gateway with env loaded:
|
||||
|
||||
```zsh
|
||||
set -a; source "$HOME/.clawdbot/.env"; set +a
|
||||
pnpm moltbot gateway --port 18789 --token "$CLAWDBOT_GATEWAY_TOKEN" --verbose
|
||||
```
|
||||
|
||||
## Usage
|
||||
|
||||
Cognee indexes `MEMORY.md` in workspace root, `memory/*.md`, and session transcripts when `sources: ["sessions"]` is enabled.
|
||||
|
||||
1. Initial index and status:
|
||||
|
||||
```bash
|
||||
pnpm moltbot memory status --index --json
|
||||
```
|
||||
|
||||
2. Memory updates:
|
||||
|
||||
```bash
|
||||
pnpm moltbot memory status --index --update-cognee --json
|
||||
```
|
||||
|
||||
## Troubleshooting
|
||||
|
||||
- Connection test: `curl http://localhost:8000/health`
|
||||
- Reset cached values that Moltbot reuses: `mv "$HOME/.clawdbot/memory/cognee/main.json" "$HOME/.clawdbot/memory/cognee/main.json.bak"`
|
||||
9
examples/.env.template
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9
examples/.env.template
Normal file
@ -0,0 +1,9 @@
|
||||
# example .env file for cognee docker integration
|
||||
LLM_API_KEY=
|
||||
ENABLE_BACKEND_ACCESS_CONTROL="false"
|
||||
|
||||
|
||||
# ~/.clawdbot/ .env file for clawdbot gateway
|
||||
COGNEE_API_KEY=
|
||||
|
||||
CLAWDBOT_GATEWAY_TOKEN=
|
||||
35
examples/cognee-clawdbot-config.yaml
Normal file
35
examples/cognee-clawdbot-config.yaml
Normal file
@ -0,0 +1,35 @@
|
||||
# Sample Clawdbot config for testing Cognee integration
|
||||
# Copy this to ~/.clawdbot/config.yaml inside the dev container
|
||||
#
|
||||
# Inside container:
|
||||
# mkdir -p ~/.clawdbot
|
||||
# cp /app/examples/cognee-clawdbot-config.yaml ~/.clawdbot/config.yaml
|
||||
|
||||
agents:
|
||||
defaults:
|
||||
# Enable Cognee as the memory provider
|
||||
memorySearch:
|
||||
enabled: true
|
||||
provider: cognee
|
||||
sources: [memory] # Start with just memory files
|
||||
|
||||
cognee:
|
||||
# Inside Docker network, Cognee is at this address
|
||||
baseUrl: http://cognee:8000
|
||||
# No API key needed for local Docker setup
|
||||
# apiKey: ""
|
||||
|
||||
# Dataset name for organizing memories
|
||||
datasetName: clawdbot-test
|
||||
|
||||
# Search mode: "insights" (recommended), "chunks", or "summaries"
|
||||
searchType: insights
|
||||
|
||||
# Max results per search
|
||||
maxResults: 6
|
||||
|
||||
# Auto-process documents after adding
|
||||
autoCognify: true
|
||||
|
||||
# Request timeout
|
||||
timeoutSeconds: 30
|
||||
48
examples/cognee-config.yaml
Normal file
48
examples/cognee-config.yaml
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@ -0,0 +1,48 @@
|
||||
# Example Clawdbot configuration with Cognee memory provider
|
||||
# Copy to ~/.clawdbot/config.yaml and customize
|
||||
|
||||
agents:
|
||||
defaults:
|
||||
# Use Cognee for knowledge graph memory
|
||||
memorySearch:
|
||||
enabled: true
|
||||
provider: cognee
|
||||
sources: [memory, sessions] # Index both memory files and conversation history
|
||||
|
||||
# Cognee-specific configuration
|
||||
cognee:
|
||||
# Local Docker setup (default)
|
||||
baseUrl: http://localhost:8000
|
||||
|
||||
# For Cognee Cloud, use:
|
||||
# baseUrl: https://cognee--cognee-saas-backend-serve.modal.run
|
||||
# Cognee API key is stored in the .env file
|
||||
apiKey: ${COGNEE_API_KEY}
|
||||
|
||||
# Dataset name for organizing memories
|
||||
datasetName: clawdbot
|
||||
|
||||
# Search mode: "GRAPH_COMPLETION" (recommended), "chunks", or "summaries"
|
||||
searchType: GRAPH_COMPLETION
|
||||
|
||||
# Maximum search results to return
|
||||
maxResults: 6
|
||||
|
||||
# Automatically process documents after adding (recommended)
|
||||
autoCognify: true
|
||||
|
||||
# Batch size for processing multiple documents
|
||||
cognifyBatchSize: 100
|
||||
|
||||
# Request timeout in seconds
|
||||
timeoutSeconds: 180
|
||||
|
||||
# Enable experimental session memory indexing
|
||||
experimental:
|
||||
sessionMemory: true
|
||||
|
||||
# To use default SQLite memory instead, set:
|
||||
# agents:
|
||||
# defaults:
|
||||
# memorySearch:
|
||||
# provider: auto # or "openai", "gemini", "local"
|
||||
35
examples/cognee-docker-compose.yaml
Normal file
35
examples/cognee-docker-compose.yaml
Normal file
@ -0,0 +1,35 @@
|
||||
# Minimal Docker Compose for Cognee (local-only)
|
||||
#
|
||||
# Usage:
|
||||
# 1. Export your LLM key: export LLM_API_KEY="your-openai-api-key"
|
||||
# 2. Run: docker compose -f examples/cognee-docker-compose.yaml up -d
|
||||
# 3. Verify: curl http://localhost:8000/health
|
||||
# 4. Configure Clawdbot with baseUrl: http://localhost:8000
|
||||
#
|
||||
# Defaults (no extra DB setup):
|
||||
# - Relational DB: SQLite (file-based)
|
||||
# - Vector DB: LanceDB (file-based)
|
||||
# - Graph DB: Kuzu (file-based)
|
||||
|
||||
services:
|
||||
cognee:
|
||||
image: cognee/cognee:latest
|
||||
container_name: cognee
|
||||
ports:
|
||||
- "127.0.0.1:8000:8000"
|
||||
environment:
|
||||
- LLM_API_KEY=${LLM_API_KEY}
|
||||
- ENABLE_BACKEND_ACCESS_CONTROL=false
|
||||
volumes:
|
||||
- cognee_data:/app/cognee/.cognee_system
|
||||
restart: unless-stopped
|
||||
healthcheck:
|
||||
test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
|
||||
interval: 30s
|
||||
timeout: 10s
|
||||
retries: 3
|
||||
start_period: 40s
|
||||
|
||||
volumes:
|
||||
cognee_data:
|
||||
driver: local
|
||||
117
examples/cognee-test-compose.yaml
Normal file
117
examples/cognee-test-compose.yaml
Normal file
@ -0,0 +1,117 @@
|
||||
# Docker Compose for testing Clawdbot + Cognee integration
|
||||
#
|
||||
# Usage:
|
||||
# 1. cd examples
|
||||
# 2. docker-compose -f cognee-test-compose.yaml up -d
|
||||
# 3. docker-compose -f cognee-test-compose.yaml exec dev bash
|
||||
# 4. Inside container:
|
||||
# - pnpm install # Install dependencies
|
||||
# - pnpm build # Build Clawdbot
|
||||
# - pnpm test src/memory/cognee-* # Run unit tests
|
||||
# - pnpm clawdbot agent --message "test" # Run Clawdbot CLI
|
||||
#
|
||||
# To tear down: docker-compose -f cognee-test-compose.yaml down -v
|
||||
|
||||
version: '3.8'
|
||||
|
||||
services:
|
||||
# Cognee API server
|
||||
cognee:
|
||||
image: topoteretes/cognee:latest
|
||||
container_name: cognee-test
|
||||
ports:
|
||||
- "8000:8000"
|
||||
environment:
|
||||
# No API key for local testing
|
||||
- COGNEE_API_KEY=
|
||||
# Database connection
|
||||
- DATABASE_URL=postgresql://cognee:cognee@postgres:5432/cognee
|
||||
volumes:
|
||||
- cognee_data:/app/data
|
||||
depends_on:
|
||||
postgres:
|
||||
condition: service_healthy
|
||||
restart: unless-stopped
|
||||
healthcheck:
|
||||
test: ["CMD", "curl", "-f", "http://localhost:8000/status"]
|
||||
interval: 30s
|
||||
timeout: 10s
|
||||
retries: 3
|
||||
start_period: 60s
|
||||
networks:
|
||||
- cognee-test-network
|
||||
|
||||
# PostgreSQL database for Cognee
|
||||
postgres:
|
||||
image: postgres:15-alpine
|
||||
container_name: cognee-test-postgres
|
||||
environment:
|
||||
- POSTGRES_USER=cognee
|
||||
- POSTGRES_PASSWORD=cognee
|
||||
- POSTGRES_DB=cognee
|
||||
volumes:
|
||||
- postgres_data:/var/lib/postgresql/data
|
||||
restart: unless-stopped
|
||||
healthcheck:
|
||||
test: ["CMD-SHELL", "pg_isready -U cognee"]
|
||||
interval: 10s
|
||||
timeout: 5s
|
||||
retries: 5
|
||||
networks:
|
||||
- cognee-test-network
|
||||
|
||||
# Development container for running Clawdbot + tests
|
||||
dev:
|
||||
image: node:22-bookworm
|
||||
container_name: clawdbot-cognee-dev
|
||||
working_dir: /app
|
||||
volumes:
|
||||
# Mount the entire clawdbot repo
|
||||
- ..:/app
|
||||
# Use a separate node_modules volume to avoid conflicts
|
||||
- node_modules:/app/node_modules
|
||||
# Clawdbot config directory (persisted)
|
||||
- clawdbot_config:/root/.clawdbot
|
||||
environment:
|
||||
- HOME=/root
|
||||
- TERM=xterm-256color
|
||||
# Point to Cognee running in Docker network
|
||||
- COGNEE_BASE_URL=http://cognee:8000
|
||||
# Optional: Add your API keys here for full testing
|
||||
# - ANTHROPIC_API_KEY=${ANTHROPIC_API_KEY:-}
|
||||
# - OPENAI_API_KEY=${OPENAI_API_KEY:-}
|
||||
depends_on:
|
||||
cognee:
|
||||
condition: service_healthy
|
||||
stdin_open: true
|
||||
tty: true
|
||||
# Install pnpm and keep container running
|
||||
command: >
|
||||
bash -c "
|
||||
corepack enable &&
|
||||
echo '=== Clawdbot + Cognee Test Environment ===' &&
|
||||
echo 'Cognee is available at: http://cognee:8000' &&
|
||||
echo '' &&
|
||||
echo 'Quick start:' &&
|
||||
echo ' pnpm install && pnpm build' &&
|
||||
echo ' pnpm test src/memory/cognee-client.test.ts' &&
|
||||
echo ' pnpm clawdbot --help' &&
|
||||
echo '' &&
|
||||
sleep infinity
|
||||
"
|
||||
networks:
|
||||
- cognee-test-network
|
||||
|
||||
volumes:
|
||||
cognee_data:
|
||||
driver: local
|
||||
postgres_data:
|
||||
driver: local
|
||||
node_modules:
|
||||
driver: local
|
||||
clawdbot_config:
|
||||
driver: local
|
||||
|
||||
networks:
|
||||
cognee-test-network:
|
||||
driver: bridge
|
||||
66
examples/test-cognee.sh
Normal file
66
examples/test-cognee.sh
Normal file
@ -0,0 +1,66 @@
|
||||
#!/usr/bin/env bash
|
||||
# Test script for Cognee integration
|
||||
# Run this inside the dev container after starting docker-compose
|
||||
|
||||
set -e
|
||||
|
||||
echo "=== Clawdbot + Cognee Integration Test ==="
|
||||
echo ""
|
||||
|
||||
# 1. Check if Cognee is reachable
|
||||
echo "1. Testing Cognee connection..."
|
||||
if curl -sf http://cognee:8000/status > /dev/null 2>&1; then
|
||||
echo " ✓ Cognee is healthy at http://cognee:8000"
|
||||
curl -s http://cognee:8000/status | head -c 200
|
||||
echo ""
|
||||
else
|
||||
echo " ✗ Cannot reach Cognee at http://cognee:8000"
|
||||
echo " Make sure Cognee container is running and healthy"
|
||||
exit 1
|
||||
fi
|
||||
echo ""
|
||||
|
||||
# 2. Install dependencies if needed
|
||||
if [ ! -d "node_modules/.pnpm" ]; then
|
||||
echo "2. Installing dependencies..."
|
||||
pnpm install
|
||||
else
|
||||
echo "2. Dependencies already installed"
|
||||
fi
|
||||
echo ""
|
||||
|
||||
# 3. Run unit tests
|
||||
echo "3. Running Cognee unit tests..."
|
||||
pnpm test src/memory/cognee-client.test.ts src/memory/cognee-provider.test.ts
|
||||
echo ""
|
||||
|
||||
# 4. Quick integration check (manual API test)
|
||||
echo "4. Quick API smoke test..."
|
||||
echo " Adding test data to Cognee..."
|
||||
|
||||
# Add test data
|
||||
RESULT=$(curl -sf -X POST http://cognee:8000/add \
|
||||
-H "Content-Type: application/json" \
|
||||
-d '{
|
||||
"data": "Test memory entry: The capital of France is Paris. This is a test document for Clawdbot integration.",
|
||||
"dataset_name": "clawdbot-test"
|
||||
}' 2>&1) || true
|
||||
|
||||
if echo "$RESULT" | grep -q "dataset"; then
|
||||
echo " ✓ Data added successfully"
|
||||
echo " Response: $RESULT"
|
||||
else
|
||||
echo " ⚠ Add may have failed (this is OK if Cognee API differs)"
|
||||
echo " Response: $RESULT"
|
||||
fi
|
||||
echo ""
|
||||
|
||||
echo "=== Test Complete ==="
|
||||
echo ""
|
||||
echo "Next steps:"
|
||||
echo " - The unit tests verify the client/provider logic"
|
||||
echo " - For full integration, configure Clawdbot with:"
|
||||
echo " memorySearch:"
|
||||
echo " provider: cognee"
|
||||
echo " cognee:"
|
||||
echo " baseUrl: http://cognee:8000 # or http://localhost:8000 from host"
|
||||
@ -10,7 +10,7 @@ export type ResolvedMemorySearchConfig = {
|
||||
enabled: boolean;
|
||||
sources: Array<"memory" | "sessions">;
|
||||
extraPaths: string[];
|
||||
provider: "openai" | "local" | "gemini" | "auto";
|
||||
provider: "openai" | "local" | "gemini" | "auto" | "cognee";
|
||||
remote?: {
|
||||
baseUrl?: string;
|
||||
apiKey?: string;
|
||||
@ -26,12 +26,22 @@ export type ResolvedMemorySearchConfig = {
|
||||
experimental: {
|
||||
sessionMemory: boolean;
|
||||
};
|
||||
fallback: "openai" | "gemini" | "local" | "none";
|
||||
fallback: "openai" | "gemini" | "local" | "cognee" | "none";
|
||||
model: string;
|
||||
local: {
|
||||
modelPath?: string;
|
||||
modelCacheDir?: string;
|
||||
};
|
||||
cognee?: {
|
||||
baseUrl?: string;
|
||||
apiKey?: string;
|
||||
datasetName?: string;
|
||||
searchType?: "GRAPH_COMPLETION" | "CHUNKS" | "SUMMARIES";
|
||||
maxResults?: number;
|
||||
timeoutSeconds?: number;
|
||||
autoCognify?: boolean;
|
||||
cognifyBatchSize?: number;
|
||||
};
|
||||
store: {
|
||||
driver: "sqlite";
|
||||
path: string;
|
||||
@ -227,6 +237,20 @@ function mergeConfig(
|
||||
enabled: overrides?.cache?.enabled ?? defaults?.cache?.enabled ?? DEFAULT_CACHE_ENABLED,
|
||||
maxEntries: overrides?.cache?.maxEntries ?? defaults?.cache?.maxEntries,
|
||||
};
|
||||
const cognee =
|
||||
provider === "cognee"
|
||||
? {
|
||||
baseUrl: overrides?.cognee?.baseUrl ?? defaults?.cognee?.baseUrl,
|
||||
apiKey: overrides?.cognee?.apiKey ?? defaults?.cognee?.apiKey,
|
||||
datasetName: overrides?.cognee?.datasetName ?? defaults?.cognee?.datasetName,
|
||||
searchType: overrides?.cognee?.searchType ?? defaults?.cognee?.searchType,
|
||||
maxResults: overrides?.cognee?.maxResults ?? defaults?.cognee?.maxResults,
|
||||
timeoutSeconds: overrides?.cognee?.timeoutSeconds ?? defaults?.cognee?.timeoutSeconds,
|
||||
autoCognify: overrides?.cognee?.autoCognify ?? defaults?.cognee?.autoCognify,
|
||||
cognifyBatchSize:
|
||||
overrides?.cognee?.cognifyBatchSize ?? defaults?.cognee?.cognifyBatchSize,
|
||||
}
|
||||
: undefined;
|
||||
|
||||
const overlap = clampNumber(chunking.overlap, 0, Math.max(0, chunking.tokens - 1));
|
||||
const minScore = clampNumber(query.minScore, 0, 1);
|
||||
@ -250,6 +274,7 @@ function mergeConfig(
|
||||
fallback,
|
||||
model,
|
||||
local,
|
||||
cognee,
|
||||
store,
|
||||
chunking: { tokens: Math.max(1, chunking.tokens), overlap },
|
||||
sync: {
|
||||
|
||||
@ -24,6 +24,7 @@ type MemoryCommandOptions = {
|
||||
json?: boolean;
|
||||
deep?: boolean;
|
||||
index?: boolean;
|
||||
updateCognee?: boolean;
|
||||
verbose?: boolean;
|
||||
};
|
||||
|
||||
@ -225,6 +226,7 @@ async function scanMemorySources(params: {
|
||||
|
||||
export async function runMemoryStatus(opts: MemoryCommandOptions) {
|
||||
setVerbose(Boolean(opts.verbose));
|
||||
const updateCognee = opts.updateCognee ?? process.argv.includes("--update-cognee");
|
||||
const cfg = loadConfig();
|
||||
const agentIds = resolveAgentIds(cfg, opts.agent);
|
||||
const allResults: Array<{
|
||||
@ -233,6 +235,7 @@ export async function runMemoryStatus(opts: MemoryCommandOptions) {
|
||||
embeddingProbe?: Awaited<ReturnType<MemoryManager["probeEmbeddingAvailability"]>>;
|
||||
indexError?: string;
|
||||
scan?: MemorySourceScan;
|
||||
cogneeUpdate?: boolean;
|
||||
}> = [];
|
||||
|
||||
for (const agentId of agentIds) {
|
||||
@ -268,6 +271,7 @@ export async function runMemoryStatus(opts: MemoryCommandOptions) {
|
||||
try {
|
||||
await manager.sync({
|
||||
reason: "cli",
|
||||
update: updateCognee,
|
||||
progress: (syncUpdate) => {
|
||||
update({
|
||||
completed: syncUpdate.completed,
|
||||
@ -298,7 +302,14 @@ export async function runMemoryStatus(opts: MemoryCommandOptions) {
|
||||
sources,
|
||||
extraPaths: status.extraPaths,
|
||||
});
|
||||
allResults.push({ agentId, status, embeddingProbe, indexError, scan });
|
||||
allResults.push({
|
||||
agentId,
|
||||
status,
|
||||
embeddingProbe,
|
||||
indexError,
|
||||
scan,
|
||||
cogneeUpdate: Boolean(updateCognee),
|
||||
});
|
||||
},
|
||||
});
|
||||
}
|
||||
@ -465,6 +476,7 @@ export function registerMemoryCli(program: Command) {
|
||||
.option("--json", "Print JSON")
|
||||
.option("--deep", "Probe embedding provider availability")
|
||||
.option("--index", "Reindex if dirty (implies --deep)")
|
||||
.option("--update-cognee", "Use Cognee update when file data ids are known", false)
|
||||
.option("--verbose", "Verbose logging", false)
|
||||
.action(async (opts: MemoryCommandOptions) => {
|
||||
await runMemoryStatus(opts);
|
||||
|
||||
@ -504,7 +504,8 @@ const FIELD_HELP: Record<string, string> = {
|
||||
"Extra paths to include in memory search (directories or .md files; relative paths resolved from workspace).",
|
||||
"agents.defaults.memorySearch.experimental.sessionMemory":
|
||||
"Enable experimental session transcript indexing for memory search (default: false).",
|
||||
"agents.defaults.memorySearch.provider": 'Embedding provider ("openai", "gemini", or "local").',
|
||||
"agents.defaults.memorySearch.provider":
|
||||
'Embedding provider ("openai", "gemini", "local", or "cognee").',
|
||||
"agents.defaults.memorySearch.remote.baseUrl":
|
||||
"Custom base URL for remote embeddings (OpenAI-compatible proxies or Gemini overrides).",
|
||||
"agents.defaults.memorySearch.remote.apiKey": "Custom API key for the remote embedding provider.",
|
||||
@ -520,10 +521,12 @@ const FIELD_HELP: Record<string, string> = {
|
||||
"Polling interval in ms for batch status (default: 2000).",
|
||||
"agents.defaults.memorySearch.remote.batch.timeoutMinutes":
|
||||
"Timeout in minutes for batch indexing (default: 60).",
|
||||
"agents.defaults.memorySearch.cognee":
|
||||
"Cognee provider configuration (baseUrl, apiKey, datasetName, searchType, maxResults, autoCognify).",
|
||||
"agents.defaults.memorySearch.local.modelPath":
|
||||
"Local GGUF model path or hf: URI (node-llama-cpp).",
|
||||
"agents.defaults.memorySearch.fallback":
|
||||
'Fallback provider when embeddings fail ("openai", "gemini", "local", or "none").',
|
||||
'Fallback provider when embeddings fail ("openai", "gemini", "local", "cognee", or "none").',
|
||||
"agents.defaults.memorySearch.store.path":
|
||||
"SQLite index path (default: ~/.openclaw/memory/{agentId}.sqlite).",
|
||||
"agents.defaults.memorySearch.store.vector.enabled":
|
||||
|
||||
@ -234,7 +234,7 @@ export type MemorySearchConfig = {
|
||||
sessionMemory?: boolean;
|
||||
};
|
||||
/** Embedding provider mode. */
|
||||
provider?: "openai" | "gemini" | "local";
|
||||
provider?: "openai" | "gemini" | "local" | "cognee";
|
||||
remote?: {
|
||||
baseUrl?: string;
|
||||
apiKey?: string;
|
||||
@ -253,7 +253,7 @@ export type MemorySearchConfig = {
|
||||
};
|
||||
};
|
||||
/** Fallback behavior when embeddings fail. */
|
||||
fallback?: "openai" | "gemini" | "local" | "none";
|
||||
fallback?: "openai" | "gemini" | "local" | "cognee" | "none";
|
||||
/** Embedding model id (remote) or alias (local). */
|
||||
model?: string;
|
||||
/** Local embedding settings (node-llama-cpp). */
|
||||
@ -263,6 +263,25 @@ export type MemorySearchConfig = {
|
||||
/** Optional cache directory for local models. */
|
||||
modelCacheDir?: string;
|
||||
};
|
||||
/** Cognee knowledge graph memory settings. */
|
||||
cognee?: {
|
||||
/** Cognee API endpoint (default: http://localhost:8000). */
|
||||
baseUrl?: string;
|
||||
/** Cognee API key (required for cloud, optional for local). */
|
||||
apiKey?: string;
|
||||
/** Dataset name for organizing memories (default: "clawdbot"). */
|
||||
datasetName?: string;
|
||||
/** Search type: "GRAPH_COMPLETION", "CHUNKS", or "SUMMARIES" (default: "GRAPH_COMPLETION"). */
|
||||
searchType?: "GRAPH_COMPLETION" | "CHUNKS" | "SUMMARIES";
|
||||
/** Max results per search query (default: 6). */
|
||||
maxResults?: number;
|
||||
/** Timeout for API requests in seconds (default: 30). */
|
||||
timeoutSeconds?: number;
|
||||
/** Enable automatic cognify after adding documents (default: true). */
|
||||
autoCognify?: boolean;
|
||||
/** Cognify batch size for processing (default: 100). */
|
||||
cognifyBatchSize?: number;
|
||||
};
|
||||
/** Index storage configuration. */
|
||||
store?: {
|
||||
driver?: "sqlite";
|
||||
|
||||
@ -311,7 +311,9 @@ export const MemorySearchSchema = z
|
||||
})
|
||||
.strict()
|
||||
.optional(),
|
||||
provider: z.union([z.literal("openai"), z.literal("local"), z.literal("gemini")]).optional(),
|
||||
provider: z
|
||||
.union([z.literal("openai"), z.literal("local"), z.literal("gemini"), z.literal("cognee")])
|
||||
.optional(),
|
||||
remote: z
|
||||
.object({
|
||||
baseUrl: z.string().optional(),
|
||||
@ -331,9 +333,30 @@ export const MemorySearchSchema = z
|
||||
.strict()
|
||||
.optional(),
|
||||
fallback: z
|
||||
.union([z.literal("openai"), z.literal("gemini"), z.literal("local"), z.literal("none")])
|
||||
.union([
|
||||
z.literal("openai"),
|
||||
z.literal("gemini"),
|
||||
z.literal("local"),
|
||||
z.literal("cognee"),
|
||||
z.literal("none"),
|
||||
])
|
||||
.optional(),
|
||||
model: z.string().optional(),
|
||||
cognee: z
|
||||
.object({
|
||||
baseUrl: z.string().optional(),
|
||||
apiKey: z.string().optional(),
|
||||
datasetName: z.string().optional(),
|
||||
searchType: z
|
||||
.union([z.literal("GRAPH_COMPLETION"), z.literal("CHUNKS"), z.literal("SUMMARIES")])
|
||||
.optional(),
|
||||
maxResults: z.number().int().positive().optional(),
|
||||
autoCognify: z.boolean().optional(),
|
||||
cognifyBatchSize: z.number().int().positive().optional(),
|
||||
timeoutSeconds: z.number().int().positive().optional(),
|
||||
})
|
||||
.strict()
|
||||
.optional(),
|
||||
local: z
|
||||
.object({
|
||||
modelPath: z.string().optional(),
|
||||
|
||||
440
src/memory/cognee-client.ts
Normal file
440
src/memory/cognee-client.ts
Normal file
@ -0,0 +1,440 @@
|
||||
import { Blob } from "buffer";
|
||||
import { FormData, request } from "undici";
|
||||
import { createSubsystemLogger } from "../logging/subsystem.js";
|
||||
|
||||
const log = createSubsystemLogger("cognee");
|
||||
|
||||
const DEFAULT_BASE_URL = "http://localhost:8000";
|
||||
const DEFAULT_TIMEOUT_MS = 30_000;
|
||||
const API_PREFIX = "/api/v1";
|
||||
|
||||
export type CogneeClientConfig = {
|
||||
baseUrl?: string;
|
||||
apiKey?: string;
|
||||
timeoutMs?: number;
|
||||
};
|
||||
|
||||
export type CogneeAddRequest = {
|
||||
data: string;
|
||||
datasetName?: string;
|
||||
datasetId?: string;
|
||||
};
|
||||
|
||||
export type CogneeAddResponse = {
|
||||
datasetId: string;
|
||||
datasetName: string;
|
||||
message: string;
|
||||
dataId?: string;
|
||||
};
|
||||
|
||||
export type CogneeUpdateRequest = {
|
||||
dataId: string;
|
||||
datasetId: string;
|
||||
data: string;
|
||||
};
|
||||
|
||||
export type CogneeUpdateResponse = {
|
||||
datasetId?: string;
|
||||
datasetName?: string;
|
||||
message?: string;
|
||||
status?: string;
|
||||
dataId?: string;
|
||||
};
|
||||
|
||||
export type CogneeCognifyRequest = {
|
||||
datasetIds?: string[];
|
||||
};
|
||||
|
||||
export type CogneeCognifyResponse = {
|
||||
status: string;
|
||||
message: string;
|
||||
};
|
||||
|
||||
export type CogneeSearchRequest = {
|
||||
queryText: string;
|
||||
searchType?: "GRAPH_COMPLETION" | "CHUNKS" | "SUMMARIES";
|
||||
datasetIds?: string[];
|
||||
};
|
||||
|
||||
export type CogneeSearchResult = {
|
||||
id: string;
|
||||
text: string;
|
||||
score: number;
|
||||
metadata?: Record<string, unknown>;
|
||||
};
|
||||
|
||||
export type CogneeSearchResponse = {
|
||||
results: CogneeSearchResult[];
|
||||
query: string;
|
||||
searchType: string;
|
||||
};
|
||||
|
||||
export type CogneeStatusResponse = {
|
||||
status: string;
|
||||
version?: string;
|
||||
datasets?: Array<{
|
||||
id: string;
|
||||
name: string;
|
||||
documentCount?: number;
|
||||
}>;
|
||||
};
|
||||
|
||||
type CogneeSearchApiType = "SUMMARIES" | "CHUNKS" | "GRAPH_COMPLETION";
|
||||
|
||||
export class CogneeClient {
|
||||
private readonly baseUrl: string;
|
||||
private readonly apiKey?: string;
|
||||
private readonly timeoutMs: number;
|
||||
|
||||
constructor(config: CogneeClientConfig = {}) {
|
||||
this.baseUrl = config.baseUrl?.replace(/\/$/, "") || DEFAULT_BASE_URL;
|
||||
this.apiKey = config.apiKey;
|
||||
this.timeoutMs = config.timeoutMs || DEFAULT_TIMEOUT_MS;
|
||||
}
|
||||
|
||||
async add(req: CogneeAddRequest): Promise<CogneeAddResponse> {
|
||||
const url = `${this.baseUrl}${API_PREFIX}/add`;
|
||||
const headers: Record<string, string> = {};
|
||||
if (this.apiKey) {
|
||||
headers.Authorization = `Bearer ${this.apiKey}`;
|
||||
headers["X-Api-Key"] = this.apiKey;
|
||||
}
|
||||
|
||||
log.debug("Adding data to Cognee", {
|
||||
url,
|
||||
datasetName: req.datasetName,
|
||||
dataLength: req.data.length,
|
||||
});
|
||||
|
||||
try {
|
||||
const formData = new FormData();
|
||||
const blob = new Blob([req.data], { type: "text/plain" });
|
||||
formData.append("data", blob, "clawdbot-memory.txt");
|
||||
if (req.datasetName) {
|
||||
formData.append("datasetName", req.datasetName);
|
||||
}
|
||||
if (req.datasetId) {
|
||||
formData.append("datasetId", req.datasetId);
|
||||
}
|
||||
|
||||
const response = await request(url, {
|
||||
method: "POST",
|
||||
headers,
|
||||
body: formData,
|
||||
bodyTimeout: this.timeoutMs,
|
||||
headersTimeout: this.timeoutMs,
|
||||
});
|
||||
|
||||
if (response.statusCode !== 200) {
|
||||
const errorText = await response.body.text();
|
||||
throw new Error(`Cognee add failed with status ${response.statusCode}: ${errorText}`);
|
||||
}
|
||||
|
||||
const data = (await response.body.json()) as {
|
||||
dataset_id: string;
|
||||
dataset_name: string;
|
||||
message: string;
|
||||
data_id?: unknown;
|
||||
data_ingestion_info?: unknown;
|
||||
};
|
||||
|
||||
return {
|
||||
datasetId: data.dataset_id,
|
||||
datasetName: data.dataset_name,
|
||||
message: data.message,
|
||||
dataId: this.extractDataId(data.data_id ?? data.data_ingestion_info),
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to add data to Cognee", { error });
|
||||
throw new Error(
|
||||
`Cognee add request failed: ${error instanceof Error ? error.message : String(error)}`,
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
async update(req: CogneeUpdateRequest): Promise<CogneeUpdateResponse> {
|
||||
const url = new URL(`${this.baseUrl}${API_PREFIX}/update`);
|
||||
url.searchParams.set("data_id", req.dataId);
|
||||
url.searchParams.set("dataset_id", req.datasetId);
|
||||
const headers: Record<string, string> = {};
|
||||
if (this.apiKey) {
|
||||
headers.Authorization = `Bearer ${this.apiKey}`;
|
||||
headers["X-Api-Key"] = this.apiKey;
|
||||
}
|
||||
|
||||
log.debug("Updating data in Cognee", {
|
||||
url: url.toString(),
|
||||
dataLength: req.data.length,
|
||||
});
|
||||
|
||||
try {
|
||||
const formData = new FormData();
|
||||
const blob = new Blob([req.data], { type: "text/plain" });
|
||||
formData.append("data", blob, "clawdbot-memory.txt");
|
||||
|
||||
const response = await request(url.toString(), {
|
||||
method: "PATCH",
|
||||
headers,
|
||||
body: formData,
|
||||
bodyTimeout: this.timeoutMs,
|
||||
headersTimeout: this.timeoutMs,
|
||||
});
|
||||
|
||||
if (response.statusCode !== 200) {
|
||||
const errorText = await response.body.text();
|
||||
throw new Error(`Cognee update failed with status ${response.statusCode}: ${errorText}`);
|
||||
}
|
||||
|
||||
const data = (await response.body.json()) as {
|
||||
status?: string;
|
||||
message?: string;
|
||||
dataset_id?: string;
|
||||
dataset_name?: string;
|
||||
data_id?: unknown;
|
||||
data_ingestion_info?: unknown;
|
||||
};
|
||||
|
||||
return {
|
||||
status: data.status,
|
||||
message: data.message,
|
||||
datasetId: data.dataset_id ?? req.datasetId,
|
||||
datasetName: data.dataset_name,
|
||||
dataId: this.extractDataId(data.data_id ?? data.data_ingestion_info) ?? req.dataId,
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to update data in Cognee", { error });
|
||||
throw new Error(
|
||||
`Cognee update request failed: ${error instanceof Error ? error.message : String(error)}`,
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
async cognify(req: CogneeCognifyRequest = {}): Promise<CogneeCognifyResponse> {
|
||||
const url = `${this.baseUrl}${API_PREFIX}/cognify`;
|
||||
const headers: Record<string, string> = {
|
||||
"Content-Type": "application/json",
|
||||
};
|
||||
if (this.apiKey) {
|
||||
headers.Authorization = `Bearer ${this.apiKey}`;
|
||||
headers["X-Api-Key"] = this.apiKey;
|
||||
}
|
||||
|
||||
log.debug("Running cognify", { url, datasetIds: req.datasetIds });
|
||||
|
||||
try {
|
||||
const response = await request(url, {
|
||||
method: "POST",
|
||||
headers,
|
||||
body: JSON.stringify({
|
||||
datasetIds: req.datasetIds,
|
||||
}),
|
||||
bodyTimeout: this.timeoutMs,
|
||||
headersTimeout: this.timeoutMs,
|
||||
});
|
||||
|
||||
if (response.statusCode !== 200) {
|
||||
const errorText = await response.body.text();
|
||||
throw new Error(`Cognee cognify failed with status ${response.statusCode}: ${errorText}`);
|
||||
}
|
||||
|
||||
const data = (await response.body.json()) as {
|
||||
status: string;
|
||||
message: string;
|
||||
};
|
||||
|
||||
return {
|
||||
status: data.status,
|
||||
message: data.message,
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to cognify", { error });
|
||||
throw new Error(
|
||||
`Cognee cognify request failed: ${error instanceof Error ? error.message : String(error)}`,
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
async search(req: CogneeSearchRequest): Promise<CogneeSearchResponse> {
|
||||
const url = `${this.baseUrl}${API_PREFIX}/search`;
|
||||
const headers: Record<string, string> = {
|
||||
"Content-Type": "application/json",
|
||||
};
|
||||
if (this.apiKey) {
|
||||
headers.Authorization = `Bearer ${this.apiKey}`;
|
||||
headers["X-Api-Key"] = this.apiKey;
|
||||
}
|
||||
|
||||
log.debug("Searching Cognee", {
|
||||
url,
|
||||
query: req.queryText,
|
||||
searchType: req.searchType,
|
||||
});
|
||||
|
||||
try {
|
||||
const response = await request(url, {
|
||||
method: "POST",
|
||||
headers,
|
||||
body: JSON.stringify({
|
||||
query: req.queryText,
|
||||
searchType: this.mapSearchType(req.searchType),
|
||||
datasetIds: req.datasetIds,
|
||||
}),
|
||||
bodyTimeout: this.timeoutMs,
|
||||
headersTimeout: this.timeoutMs,
|
||||
});
|
||||
|
||||
if (response.statusCode !== 200) {
|
||||
const errorText = await response.body.text();
|
||||
throw new Error(`Cognee search failed with status ${response.statusCode}: ${errorText}`);
|
||||
}
|
||||
|
||||
const data = (await response.body.json()) as unknown;
|
||||
const results = this.normalizeSearchResults(data);
|
||||
|
||||
return {
|
||||
results,
|
||||
query: req.queryText,
|
||||
searchType: req.searchType || "GRAPH_COMPLETION",
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to search Cognee", { error });
|
||||
throw new Error(
|
||||
`Cognee search request failed: ${error instanceof Error ? error.message : String(error)}`,
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
async status(): Promise<CogneeStatusResponse> {
|
||||
const url = `${this.baseUrl}/health`;
|
||||
const headers: Record<string, string> = {};
|
||||
if (this.apiKey) {
|
||||
headers.Authorization = `Bearer ${this.apiKey}`;
|
||||
headers["X-Api-Key"] = this.apiKey;
|
||||
}
|
||||
|
||||
log.debug("Checking Cognee status", { url });
|
||||
|
||||
try {
|
||||
const response = await request(url, {
|
||||
method: "GET",
|
||||
headers,
|
||||
bodyTimeout: this.timeoutMs,
|
||||
headersTimeout: this.timeoutMs,
|
||||
});
|
||||
|
||||
if (response.statusCode !== 200) {
|
||||
const errorText = await response.body.text();
|
||||
throw new Error(`Cognee status failed with status ${response.statusCode}: ${errorText}`);
|
||||
}
|
||||
|
||||
const data = (await response.body.json()) as { status?: string };
|
||||
|
||||
return {
|
||||
status: data.status || "healthy",
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to get Cognee status", { error });
|
||||
throw new Error(
|
||||
`Cognee status request failed: ${error instanceof Error ? error.message : String(error)}`,
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
private extractDataId(value: unknown): string | undefined {
|
||||
if (!value) return undefined;
|
||||
if (typeof value === "string") return value;
|
||||
if (Array.isArray(value)) {
|
||||
for (const entry of value) {
|
||||
const id = this.extractDataId(entry);
|
||||
if (id) return id;
|
||||
}
|
||||
return undefined;
|
||||
}
|
||||
if (typeof value !== "object") return undefined;
|
||||
const record = value as { data_id?: unknown; data_ingestion_info?: unknown };
|
||||
if (typeof record.data_id === "string") return record.data_id;
|
||||
return this.extractDataId(record.data_ingestion_info);
|
||||
}
|
||||
|
||||
async healthCheck(): Promise<boolean> {
|
||||
try {
|
||||
await this.status();
|
||||
return true;
|
||||
} catch {
|
||||
return false;
|
||||
}
|
||||
}
|
||||
|
||||
private mapSearchType(type?: CogneeSearchRequest["searchType"]): CogneeSearchApiType {
|
||||
switch (type) {
|
||||
case "CHUNKS":
|
||||
return "CHUNKS";
|
||||
case "SUMMARIES":
|
||||
return "SUMMARIES";
|
||||
case "GRAPH_COMPLETION":
|
||||
default:
|
||||
return "GRAPH_COMPLETION";
|
||||
}
|
||||
}
|
||||
|
||||
private normalizeSearchResults(data: unknown): CogneeSearchResult[] {
|
||||
if (Array.isArray(data)) {
|
||||
return data.map((item, index) => {
|
||||
if (typeof item === "string") {
|
||||
return { id: `result-${index}`, text: item, score: 0 };
|
||||
}
|
||||
|
||||
if (item && typeof item === "object") {
|
||||
const record = item as Record<string, unknown>;
|
||||
const hasStructuredFields =
|
||||
"id" in record || "text" in record || "score" in record || "metadata" in record;
|
||||
const raw =
|
||||
record.search_result ?? record.result ?? record.context ?? record.text ?? record;
|
||||
const text = typeof raw === "string" ? raw : JSON.stringify(raw, null, 2);
|
||||
const datasetMetadata =
|
||||
record.dataset_name || record.dataset_id
|
||||
? {
|
||||
datasetName: record.dataset_name,
|
||||
datasetId: record.dataset_id,
|
||||
}
|
||||
: undefined;
|
||||
const recordMetadata =
|
||||
record.metadata && typeof record.metadata === "object"
|
||||
? (record.metadata as Record<string, unknown>)
|
||||
: undefined;
|
||||
const metadata = recordMetadata
|
||||
? datasetMetadata
|
||||
? { ...datasetMetadata, ...recordMetadata }
|
||||
: recordMetadata
|
||||
: datasetMetadata;
|
||||
|
||||
if (hasStructuredFields) {
|
||||
return {
|
||||
id: typeof record.id === "string" ? record.id : `result-${index}`,
|
||||
text,
|
||||
score: typeof record.score === "number" ? record.score : 0,
|
||||
metadata,
|
||||
};
|
||||
}
|
||||
|
||||
return { id: `result-${index}`, text, score: 0, metadata };
|
||||
}
|
||||
|
||||
return {
|
||||
id: `result-${index}`,
|
||||
text: String(item),
|
||||
score: 0,
|
||||
};
|
||||
});
|
||||
}
|
||||
|
||||
if (data && typeof data === "object" && "results" in data) {
|
||||
const results = (data as { results?: unknown }).results;
|
||||
if (Array.isArray(results)) {
|
||||
return this.normalizeSearchResults(results);
|
||||
}
|
||||
}
|
||||
|
||||
return [];
|
||||
}
|
||||
}
|
||||
86
src/memory/cognee-provider.test.ts
Normal file
86
src/memory/cognee-provider.test.ts
Normal file
@ -0,0 +1,86 @@
|
||||
import { describe, expect, it, vi } from "vitest";
|
||||
import { CogneeMemoryProvider } from "./cognee-provider.js";
|
||||
import type { ClawdbotConfig } from "../config/config.js";
|
||||
|
||||
const searchMock = vi.fn();
|
||||
|
||||
vi.mock("./cognee-client.js", () => {
|
||||
class CogneeClient {
|
||||
search = searchMock;
|
||||
}
|
||||
|
||||
return { CogneeClient };
|
||||
});
|
||||
|
||||
describe("CogneeMemoryProvider", () => {
|
||||
it("maps search results into memory snippets", async () => {
|
||||
const mockConfig: ClawdbotConfig = {
|
||||
agents: {
|
||||
defaults: {
|
||||
workspace: "/tmp/test-workspace",
|
||||
},
|
||||
},
|
||||
};
|
||||
searchMock.mockResolvedValue({
|
||||
results: [
|
||||
{
|
||||
id: "result-1",
|
||||
text: "A".repeat(800),
|
||||
score: 0.85,
|
||||
metadata: {
|
||||
path: "memory/test.md",
|
||||
source: "memory",
|
||||
},
|
||||
},
|
||||
],
|
||||
query: "test query",
|
||||
searchType: "GRAPH_COMPLETION",
|
||||
});
|
||||
|
||||
const provider = new CogneeMemoryProvider(mockConfig, "test-agent", ["memory"]);
|
||||
|
||||
const results = await provider.search("test query");
|
||||
|
||||
expect(results).toHaveLength(1);
|
||||
expect(results[0]).toMatchObject({
|
||||
path: "memory/test.md",
|
||||
source: "memory",
|
||||
score: 0.85,
|
||||
});
|
||||
expect(results[0].snippet.length).toBeGreaterThan(700);
|
||||
expect(results[0].snippet.endsWith("...")).toBe(true);
|
||||
});
|
||||
|
||||
it("defaults missing metadata to safe values", async () => {
|
||||
searchMock.mockResolvedValue({
|
||||
results: [
|
||||
{
|
||||
id: "result-2",
|
||||
text: "Short result",
|
||||
score: 0.2,
|
||||
},
|
||||
],
|
||||
query: "missing metadata",
|
||||
searchType: "GRAPH_COMPLETION",
|
||||
});
|
||||
|
||||
const mockConfig: ClawdbotConfig = {
|
||||
agents: {
|
||||
defaults: {
|
||||
workspace: "/tmp/test-workspace",
|
||||
},
|
||||
},
|
||||
};
|
||||
const provider = new CogneeMemoryProvider(mockConfig, "test-agent", ["memory"]);
|
||||
|
||||
const results = await provider.search("missing metadata");
|
||||
|
||||
expect(results).toHaveLength(1);
|
||||
expect(results[0]).toMatchObject({
|
||||
path: "unknown",
|
||||
source: "memory",
|
||||
score: 0.2,
|
||||
snippet: "Short result",
|
||||
});
|
||||
});
|
||||
});
|
||||
557
src/memory/cognee-provider.ts
Normal file
557
src/memory/cognee-provider.ts
Normal file
@ -0,0 +1,557 @@
|
||||
import fs from "node:fs/promises";
|
||||
import os from "node:os";
|
||||
import path from "node:path";
|
||||
import type { OpenClawConfig } from "../config/config.js";
|
||||
import { resolveAgentWorkspaceDir } from "../agents/agent-scope.js";
|
||||
import { resolveStateDir } from "../config/paths.js";
|
||||
import { resolveSessionTranscriptsDirForAgent } from "../config/sessions/paths.js";
|
||||
import { createSubsystemLogger } from "../logging/subsystem.js";
|
||||
import type { MemorySearchResult } from "./index.js";
|
||||
import { CogneeClient, type CogneeClientConfig, type CogneeSearchResult } from "./cognee-client.js";
|
||||
import {
|
||||
buildFileEntry,
|
||||
hashText,
|
||||
listMemoryFiles,
|
||||
isMemoryPath,
|
||||
normalizeRelPath,
|
||||
type MemoryFileEntry,
|
||||
} from "./internal.js";
|
||||
|
||||
const log = createSubsystemLogger("cognee-provider");
|
||||
|
||||
const DEFAULT_DATASET_NAME = "clawdbot";
|
||||
const DEFAULT_SEARCH_TYPE = "GRAPH_COMPLETION";
|
||||
const DEFAULT_MAX_RESULTS = 6;
|
||||
const DEFAULT_TIMEOUT_SECONDS = 30;
|
||||
const DEFAULT_AUTO_COGNIFY = true;
|
||||
const DEFAULT_COGNIFY_BATCH_SIZE = 100;
|
||||
const SNIPPET_MAX_CHARS = 700;
|
||||
|
||||
type CogneeSyncIndex = {
|
||||
datasetId?: string;
|
||||
datasetName?: string;
|
||||
files: Record<string, { hash: string; dataId?: string }>;
|
||||
};
|
||||
|
||||
export type CogneeProviderConfig = {
|
||||
baseUrl?: string;
|
||||
apiKey?: string;
|
||||
datasetName?: string;
|
||||
searchType?: "GRAPH_COMPLETION" | "CHUNKS" | "SUMMARIES";
|
||||
maxResults?: number;
|
||||
timeoutSeconds?: number;
|
||||
autoCognify?: boolean;
|
||||
cognifyBatchSize?: number;
|
||||
};
|
||||
|
||||
export type CogneeMemorySource = "memory" | "sessions";
|
||||
|
||||
export class CogneeMemoryProvider {
|
||||
private readonly client: CogneeClient;
|
||||
private readonly cfg: OpenClawConfig;
|
||||
private readonly agentId: string;
|
||||
private readonly workspaceDir: string;
|
||||
private readonly datasetName: string;
|
||||
private readonly searchType: "GRAPH_COMPLETION" | "CHUNKS" | "SUMMARIES";
|
||||
private readonly maxResults: number;
|
||||
private readonly autoCognify: boolean;
|
||||
private readonly cognifyBatchSize: number;
|
||||
private readonly sources: Set<CogneeMemorySource>;
|
||||
private datasetId?: string;
|
||||
private syncedFiles = new Map<string, string>(); // path -> hash
|
||||
private readonly syncIndexPath: string;
|
||||
private syncIndexLoaded = false;
|
||||
private syncIndex: CogneeSyncIndex = { files: {} };
|
||||
private syncIndexDirty = false;
|
||||
|
||||
constructor(
|
||||
cfg: OpenClawConfig,
|
||||
agentId: string,
|
||||
sources: Array<CogneeMemorySource>,
|
||||
config: CogneeProviderConfig = {},
|
||||
) {
|
||||
const timeoutMs = (config.timeoutSeconds || DEFAULT_TIMEOUT_SECONDS) * 1000;
|
||||
const clientConfig: CogneeClientConfig = {
|
||||
baseUrl: config.baseUrl,
|
||||
apiKey: config.apiKey,
|
||||
timeoutMs,
|
||||
};
|
||||
|
||||
this.client = new CogneeClient(clientConfig);
|
||||
this.cfg = cfg;
|
||||
this.agentId = agentId;
|
||||
this.workspaceDir = resolveAgentWorkspaceDir(cfg, agentId);
|
||||
this.datasetName = config.datasetName || DEFAULT_DATASET_NAME;
|
||||
this.searchType = config.searchType || DEFAULT_SEARCH_TYPE;
|
||||
this.maxResults = config.maxResults || DEFAULT_MAX_RESULTS;
|
||||
this.autoCognify = config.autoCognify ?? DEFAULT_AUTO_COGNIFY;
|
||||
this.cognifyBatchSize = config.cognifyBatchSize || DEFAULT_COGNIFY_BATCH_SIZE;
|
||||
this.sources = new Set(sources);
|
||||
this.syncIndexPath = path.join(
|
||||
resolveStateDir(process.env, os.homedir),
|
||||
"memory",
|
||||
"cognee",
|
||||
`${agentId}.json`,
|
||||
);
|
||||
|
||||
log.info("Cognee memory provider initialized", {
|
||||
agentId,
|
||||
datasetName: this.datasetName,
|
||||
searchType: this.searchType,
|
||||
sources: Array.from(this.sources),
|
||||
});
|
||||
}
|
||||
|
||||
async healthCheck(): Promise<boolean> {
|
||||
return await this.client.healthCheck();
|
||||
}
|
||||
|
||||
async sync(params?: {
|
||||
reason?: string;
|
||||
force?: boolean;
|
||||
update?: boolean;
|
||||
progress?: (update: { completed: number; total: number; label?: string }) => void;
|
||||
}): Promise<void> {
|
||||
log.info("Starting Cognee memory sync", { agentId: this.agentId });
|
||||
|
||||
let addedCount = 0;
|
||||
await this.loadSyncIndex();
|
||||
const force = Boolean(params?.force);
|
||||
const update = Boolean(params?.update);
|
||||
|
||||
// Sync memory files
|
||||
if (this.sources.has("memory")) {
|
||||
const memoryFiles = await this.collectMemoryFiles();
|
||||
addedCount += await this.syncFiles(memoryFiles, "memory", { update });
|
||||
}
|
||||
|
||||
// Sync session transcripts
|
||||
if (this.sources.has("sessions")) {
|
||||
const sessionFiles = await this.collectSessionFiles();
|
||||
addedCount += await this.syncFiles(sessionFiles, "sessions", { update });
|
||||
}
|
||||
|
||||
// Run cognify if auto-enabled and files were added
|
||||
if ((this.autoCognify && addedCount > 0) || (this.autoCognify && force)) {
|
||||
log.info("Running cognify after sync", { addedCount });
|
||||
await this.cognify();
|
||||
}
|
||||
|
||||
if (this.syncIndexDirty) {
|
||||
await this.saveSyncIndex();
|
||||
}
|
||||
|
||||
log.info("Cognee memory sync completed", {
|
||||
agentId: this.agentId,
|
||||
addedCount,
|
||||
});
|
||||
|
||||
if (params?.progress) {
|
||||
params.progress({
|
||||
completed: addedCount,
|
||||
total: addedCount,
|
||||
label: params.reason ? `Synced (${params.reason})` : "Synced",
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
async search(
|
||||
query: string,
|
||||
opts?: { maxResults?: number; minScore?: number; sessionKey?: string },
|
||||
): Promise<MemorySearchResult[]> {
|
||||
log.debug("Searching Cognee memory", { query, searchType: this.searchType });
|
||||
|
||||
try {
|
||||
const response = await this.client.search({
|
||||
queryText: query,
|
||||
searchType: this.searchType,
|
||||
datasetIds: this.datasetId ? [this.datasetId] : undefined,
|
||||
});
|
||||
|
||||
const maxResults = opts?.maxResults ?? this.maxResults;
|
||||
const minScore = opts?.minScore ?? 0;
|
||||
const results: MemorySearchResult[] = response.results
|
||||
.map((r) => this.transformResult(r))
|
||||
.filter((r) => r.score >= minScore)
|
||||
.slice(0, maxResults);
|
||||
|
||||
log.debug("Cognee search completed", { query, resultCount: results.length });
|
||||
return results;
|
||||
} catch (error) {
|
||||
log.error("Cognee search failed", { error, query });
|
||||
throw error;
|
||||
}
|
||||
}
|
||||
|
||||
async cognify(): Promise<void> {
|
||||
try {
|
||||
const response = await this.client.cognify({
|
||||
datasetIds: this.datasetId ? [this.datasetId] : undefined,
|
||||
});
|
||||
log.info("Cognify completed", { status: response.status });
|
||||
} catch (error) {
|
||||
log.error("Cognify failed", { error });
|
||||
throw error;
|
||||
}
|
||||
}
|
||||
|
||||
async getStatus(): Promise<{
|
||||
connected: boolean;
|
||||
datasetId?: string;
|
||||
datasetName: string;
|
||||
syncedFileCount: number;
|
||||
version?: string;
|
||||
}> {
|
||||
try {
|
||||
const status = await this.client.status();
|
||||
const dataset = status.datasets?.find((d) => d.name === this.datasetName);
|
||||
|
||||
return {
|
||||
connected: true,
|
||||
datasetId: this.datasetId || dataset?.id,
|
||||
datasetName: this.datasetName,
|
||||
syncedFileCount: this.syncedFiles.size,
|
||||
version: status.version,
|
||||
};
|
||||
} catch (error) {
|
||||
log.error("Failed to get Cognee status", { error });
|
||||
return {
|
||||
connected: false,
|
||||
datasetName: this.datasetName,
|
||||
syncedFileCount: this.syncedFiles.size,
|
||||
};
|
||||
}
|
||||
}
|
||||
|
||||
status(): {
|
||||
files: number;
|
||||
chunks: number;
|
||||
dirty: boolean;
|
||||
workspaceDir: string;
|
||||
dbPath: string;
|
||||
provider: string;
|
||||
model: string;
|
||||
requestedProvider: string;
|
||||
sources: Array<CogneeMemorySource>;
|
||||
extraPaths: string[];
|
||||
sourceCounts: Array<{ source: CogneeMemorySource; files: number; chunks: number }>;
|
||||
cache?: { enabled: boolean; entries?: number; maxEntries?: number };
|
||||
fts?: { enabled: boolean; available: boolean; error?: string };
|
||||
fallback?: { from: string; reason?: string };
|
||||
vector?: {
|
||||
enabled: boolean;
|
||||
available?: boolean;
|
||||
extensionPath?: string;
|
||||
loadError?: string;
|
||||
dims?: number;
|
||||
};
|
||||
batch?: {
|
||||
enabled: boolean;
|
||||
failures: number;
|
||||
limit: number;
|
||||
wait: boolean;
|
||||
concurrency: number;
|
||||
pollIntervalMs: number;
|
||||
timeoutMs: number;
|
||||
lastError?: string;
|
||||
lastProvider?: string;
|
||||
};
|
||||
} {
|
||||
const sources = Array.from(this.sources);
|
||||
const files = this.syncedFiles.size;
|
||||
return {
|
||||
files,
|
||||
chunks: 0,
|
||||
dirty: false,
|
||||
workspaceDir: this.workspaceDir,
|
||||
dbPath: "cognee",
|
||||
provider: "cognee",
|
||||
model: this.searchType,
|
||||
requestedProvider: "cognee",
|
||||
sources,
|
||||
extraPaths: [],
|
||||
sourceCounts: sources.map((source) => ({ source, files, chunks: 0 })),
|
||||
vector: {
|
||||
enabled: false,
|
||||
available: false,
|
||||
},
|
||||
fts: {
|
||||
enabled: false,
|
||||
available: false,
|
||||
},
|
||||
};
|
||||
}
|
||||
|
||||
async readFile(params: {
|
||||
relPath: string;
|
||||
from?: number;
|
||||
lines?: number;
|
||||
}): Promise<{ text: string; path: string }> {
|
||||
const relPath = normalizeRelPath(params.relPath);
|
||||
if (!relPath || !isMemoryPath(relPath)) {
|
||||
throw new Error("path required");
|
||||
}
|
||||
const absPath = path.resolve(this.workspaceDir, relPath);
|
||||
if (!absPath.startsWith(this.workspaceDir)) {
|
||||
throw new Error("path escapes workspace");
|
||||
}
|
||||
const content = await fs.readFile(absPath, "utf-8");
|
||||
if (!params.from && !params.lines) {
|
||||
return { text: content, path: relPath };
|
||||
}
|
||||
const lines = content.split("\n");
|
||||
const start = Math.max(1, params.from ?? 1);
|
||||
const count = Math.max(1, params.lines ?? lines.length);
|
||||
const slice = lines.slice(start - 1, start - 1 + count);
|
||||
return { text: slice.join("\n"), path: relPath };
|
||||
}
|
||||
|
||||
async probeEmbeddingAvailability(): Promise<{ ok: boolean; error?: string }> {
|
||||
return { ok: false, error: "Cognee provider does not use embeddings." };
|
||||
}
|
||||
|
||||
async probeVectorAvailability(): Promise<boolean> {
|
||||
return false;
|
||||
}
|
||||
|
||||
async close(): Promise<void> {}
|
||||
|
||||
private async loadSyncIndex(): Promise<void> {
|
||||
if (this.syncIndexLoaded) return;
|
||||
this.syncIndexLoaded = true;
|
||||
try {
|
||||
const raw = await fs.readFile(this.syncIndexPath, "utf-8");
|
||||
const parsed = JSON.parse(raw) as CogneeSyncIndex;
|
||||
if (!parsed || typeof parsed !== "object") return;
|
||||
this.syncIndex = {
|
||||
datasetId: parsed.datasetId,
|
||||
datasetName: parsed.datasetName,
|
||||
files: parsed.files && typeof parsed.files === "object" ? parsed.files : {},
|
||||
};
|
||||
} catch (error) {
|
||||
const code = (error as NodeJS.ErrnoException).code;
|
||||
if (code !== "ENOENT") {
|
||||
log.warn("Failed to load Cognee sync index", { error });
|
||||
}
|
||||
}
|
||||
|
||||
if (this.syncIndex.datasetName && this.syncIndex.datasetName !== this.datasetName) {
|
||||
log.info("Resetting Cognee sync index (dataset name changed)", {
|
||||
from: this.syncIndex.datasetName,
|
||||
to: this.datasetName,
|
||||
});
|
||||
this.syncIndex = { files: {} };
|
||||
this.syncIndexDirty = true;
|
||||
}
|
||||
|
||||
if (this.syncIndex.datasetId && this.datasetId && this.syncIndex.datasetId !== this.datasetId) {
|
||||
log.info("Resetting Cognee sync index (dataset id changed)", {
|
||||
from: this.syncIndex.datasetId,
|
||||
to: this.datasetId,
|
||||
});
|
||||
this.syncIndex = { files: {} };
|
||||
this.syncIndexDirty = true;
|
||||
}
|
||||
|
||||
if (!this.datasetId && this.syncIndex.datasetId) {
|
||||
this.datasetId = this.syncIndex.datasetId;
|
||||
}
|
||||
}
|
||||
|
||||
private async saveSyncIndex(): Promise<void> {
|
||||
const dir = path.dirname(this.syncIndexPath);
|
||||
await fs.mkdir(dir, { recursive: true });
|
||||
const payload: CogneeSyncIndex = {
|
||||
datasetId: this.datasetId ?? this.syncIndex.datasetId,
|
||||
datasetName: this.datasetName,
|
||||
files: this.syncIndex.files,
|
||||
};
|
||||
await fs.writeFile(this.syncIndexPath, JSON.stringify(payload, null, 2), "utf-8");
|
||||
this.syncIndexDirty = false;
|
||||
}
|
||||
|
||||
private async collectMemoryFiles(): Promise<MemoryFileEntry[]> {
|
||||
const files: MemoryFileEntry[] = [];
|
||||
const memoryPaths = await listMemoryFiles(this.workspaceDir);
|
||||
|
||||
for (const absPath of memoryPaths) {
|
||||
try {
|
||||
const entry = await buildFileEntry(absPath, this.workspaceDir);
|
||||
files.push(entry);
|
||||
} catch (error) {
|
||||
log.warn("Failed to process memory file", { absPath, error });
|
||||
}
|
||||
}
|
||||
|
||||
return files;
|
||||
}
|
||||
|
||||
private async collectSessionFiles(): Promise<MemoryFileEntry[]> {
|
||||
const files: MemoryFileEntry[] = [];
|
||||
const transcriptsDir = resolveSessionTranscriptsDirForAgent(this.agentId);
|
||||
|
||||
try {
|
||||
const entries = await fs.readdir(transcriptsDir, { withFileTypes: true });
|
||||
for (const entry of entries) {
|
||||
if (!entry.isFile() || !entry.name.endsWith(".jsonl")) continue;
|
||||
|
||||
const absPath = path.join(transcriptsDir, entry.name);
|
||||
try {
|
||||
const stat = await fs.stat(absPath);
|
||||
const content = await fs.readFile(absPath, "utf-8");
|
||||
const hash = hashText(content);
|
||||
|
||||
files.push({
|
||||
path: `sessions/${entry.name}`,
|
||||
absPath,
|
||||
mtimeMs: stat.mtimeMs,
|
||||
size: stat.size,
|
||||
hash,
|
||||
});
|
||||
} catch (error) {
|
||||
log.warn("Failed to process session file", { absPath, error });
|
||||
}
|
||||
}
|
||||
} catch (error) {
|
||||
log.debug("No session transcripts directory", { transcriptsDir, error });
|
||||
}
|
||||
|
||||
return files;
|
||||
}
|
||||
|
||||
private async syncFiles(
|
||||
files: MemoryFileEntry[],
|
||||
source: CogneeMemorySource,
|
||||
opts?: { update?: boolean },
|
||||
): Promise<number> {
|
||||
let addedCount = 0;
|
||||
const batchSize = this.cognifyBatchSize;
|
||||
const update = Boolean(opts?.update);
|
||||
|
||||
for (let i = 0; i < files.length; i += batchSize) {
|
||||
const batch = files.slice(i, i + batchSize);
|
||||
|
||||
for (const file of batch) {
|
||||
const existingHash = this.syncedFiles.get(file.path);
|
||||
if (existingHash === file.hash) {
|
||||
log.debug("Skipping unchanged file", { path: file.path });
|
||||
continue;
|
||||
}
|
||||
|
||||
try {
|
||||
const content = await fs.readFile(file.absPath, "utf-8");
|
||||
const metadata = {
|
||||
path: file.path,
|
||||
source,
|
||||
agentId: this.agentId,
|
||||
size: file.size,
|
||||
mtimeMs: file.mtimeMs,
|
||||
};
|
||||
|
||||
const dataWithMetadata = `# ${file.path}\n\n${content}\n\n---\nMetadata: ${JSON.stringify(metadata)}`;
|
||||
|
||||
const record = this.syncIndex.files[file.path];
|
||||
const datasetId = this.datasetId ?? this.syncIndex.datasetId;
|
||||
const canUpdate = update && record?.dataId && datasetId;
|
||||
|
||||
if (canUpdate && datasetId && record?.dataId) {
|
||||
await this.client.update({
|
||||
dataId: record.dataId,
|
||||
datasetId,
|
||||
data: dataWithMetadata,
|
||||
});
|
||||
addedCount++;
|
||||
log.debug("Updated file in Cognee", {
|
||||
path: file.path,
|
||||
datasetId,
|
||||
dataId: record.dataId,
|
||||
});
|
||||
} else {
|
||||
const response = await this.client.add({
|
||||
data: dataWithMetadata,
|
||||
datasetName: this.datasetName,
|
||||
datasetId,
|
||||
});
|
||||
|
||||
if (!this.datasetId) {
|
||||
this.datasetId = response.datasetId;
|
||||
}
|
||||
if (response.dataId) {
|
||||
this.syncIndex.files[file.path] = {
|
||||
hash: file.hash,
|
||||
dataId: response.dataId,
|
||||
};
|
||||
} else {
|
||||
this.syncIndex.files[file.path] = { hash: file.hash };
|
||||
}
|
||||
this.syncIndex.datasetId = this.datasetId ?? this.syncIndex.datasetId;
|
||||
this.syncIndex.datasetName = this.datasetName;
|
||||
this.syncIndexDirty = true;
|
||||
|
||||
this.syncedFiles.set(file.path, file.hash);
|
||||
addedCount++;
|
||||
|
||||
log.debug("Added file to Cognee", {
|
||||
path: file.path,
|
||||
datasetId: response.datasetId,
|
||||
});
|
||||
continue;
|
||||
}
|
||||
|
||||
const dataId = record?.dataId;
|
||||
this.syncIndex.files[file.path] = { hash: file.hash, dataId };
|
||||
this.syncIndex.datasetId = datasetId ?? this.syncIndex.datasetId;
|
||||
this.syncIndex.datasetName = this.datasetName;
|
||||
this.syncIndexDirty = true;
|
||||
this.syncedFiles.set(file.path, file.hash);
|
||||
} catch (error) {
|
||||
log.error("Failed to sync file to Cognee", { path: file.path, error });
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return addedCount;
|
||||
}
|
||||
|
||||
private transformResult(result: CogneeSearchResult): MemorySearchResult {
|
||||
// Extract path from metadata or text
|
||||
const metadata = result.metadata || {};
|
||||
const path = (metadata.path as string) || "unknown";
|
||||
const source = (metadata.source as "memory" | "sessions") || "memory";
|
||||
|
||||
// Truncate snippet to max chars
|
||||
let snippet = result.text;
|
||||
if (snippet.length > SNIPPET_MAX_CHARS) {
|
||||
snippet = snippet.slice(0, SNIPPET_MAX_CHARS) + "...";
|
||||
}
|
||||
|
||||
return {
|
||||
path,
|
||||
startLine: 0, // Cognee doesn't provide line numbers
|
||||
endLine: 0,
|
||||
score: result.score,
|
||||
snippet,
|
||||
source,
|
||||
};
|
||||
}
|
||||
}
|
||||
|
||||
export async function createCogneeProvider(
|
||||
cfg: OpenClawConfig,
|
||||
agentId: string,
|
||||
sources: Array<CogneeMemorySource>,
|
||||
config: CogneeProviderConfig = {},
|
||||
): Promise<CogneeMemoryProvider> {
|
||||
const provider = new CogneeMemoryProvider(cfg, agentId, sources, config);
|
||||
|
||||
// Verify connection
|
||||
const healthy = await provider.healthCheck();
|
||||
if (!healthy) {
|
||||
throw new Error(
|
||||
`Failed to connect to Cognee at ${config.baseUrl || "http://localhost:8000"}. ` +
|
||||
`Ensure Cognee is running (see docs/memory-cognee.md for setup).`,
|
||||
);
|
||||
}
|
||||
|
||||
return provider;
|
||||
}
|
||||
@ -184,13 +184,15 @@ export class MemoryIndexManager {
|
||||
const key = `${agentId}:${workspaceDir}:${JSON.stringify(settings)}`;
|
||||
const existing = INDEX_CACHE.get(key);
|
||||
if (existing) return existing;
|
||||
const provider = settings.provider === "cognee" ? "auto" : settings.provider;
|
||||
const fallback = settings.fallback === "cognee" ? "none" : settings.fallback;
|
||||
const providerResult = await createEmbeddingProvider({
|
||||
config: cfg,
|
||||
agentDir: resolveAgentDir(cfg, agentId),
|
||||
provider: settings.provider,
|
||||
provider,
|
||||
remote: settings.remote,
|
||||
model: settings.model,
|
||||
fallback: settings.fallback,
|
||||
fallback,
|
||||
local: settings.local,
|
||||
});
|
||||
const manager = new MemoryIndexManager({
|
||||
@ -198,7 +200,7 @@ export class MemoryIndexManager {
|
||||
cfg,
|
||||
agentId,
|
||||
workspaceDir,
|
||||
settings,
|
||||
settings: { ...settings, provider, fallback },
|
||||
providerResult,
|
||||
});
|
||||
INDEX_CACHE.set(key, manager);
|
||||
@ -383,6 +385,7 @@ export class MemoryIndexManager {
|
||||
async sync(params?: {
|
||||
reason?: string;
|
||||
force?: boolean;
|
||||
update?: boolean;
|
||||
progress?: (update: MemorySyncProgressUpdate) => void;
|
||||
}): Promise<void> {
|
||||
if (this.syncing) return this.syncing;
|
||||
@ -1315,7 +1318,7 @@ export class MemoryIndexManager {
|
||||
}
|
||||
|
||||
private async activateFallbackProvider(reason: string): Promise<boolean> {
|
||||
const fallback = this.settings.fallback;
|
||||
const fallback = this.settings.fallback === "cognee" ? "none" : this.settings.fallback;
|
||||
if (!fallback || fallback === "none" || fallback === this.provider.id) return false;
|
||||
if (this.fallbackFrom) return false;
|
||||
const fallbackFrom = this.provider.id as "openai" | "gemini" | "local";
|
||||
|
||||
@ -1,8 +1,10 @@
|
||||
import type { OpenClawConfig } from "../config/config.js";
|
||||
import type { MemoryIndexManager } from "./manager.js";
|
||||
import type { CogneeMemoryProvider } from "./cognee-provider.js";
|
||||
import { resolveMemorySearchConfig } from "../agents/memory-search.js";
|
||||
|
||||
export type MemorySearchManagerResult = {
|
||||
manager: MemoryIndexManager | null;
|
||||
manager: MemoryIndexManager | CogneeMemoryProvider | null;
|
||||
error?: string;
|
||||
};
|
||||
|
||||
@ -11,6 +13,24 @@ export async function getMemorySearchManager(params: {
|
||||
agentId: string;
|
||||
}): Promise<MemorySearchManagerResult> {
|
||||
try {
|
||||
const config = resolveMemorySearchConfig(params.cfg, params.agentId);
|
||||
if (!config) {
|
||||
return { manager: null, error: "Memory search is disabled" };
|
||||
}
|
||||
|
||||
// Route to Cognee provider if configured
|
||||
if (config.provider === "cognee") {
|
||||
const { createCogneeProvider } = await import("./cognee-provider.js");
|
||||
const manager = await createCogneeProvider(
|
||||
params.cfg,
|
||||
params.agentId,
|
||||
config.sources as Array<"memory" | "sessions">,
|
||||
config.cognee || {},
|
||||
);
|
||||
return { manager };
|
||||
}
|
||||
|
||||
// Default to SQLite-based memory manager
|
||||
const { MemoryIndexManager } = await import("./manager.js");
|
||||
const manager = await MemoryIndexManager.get(params);
|
||||
return { manager };
|
||||
|
||||
Loading…
Reference in New Issue
Block a user