RemembrallMCP

remembrall_recall("authentication middleware patterns")
-> 3 relevant memories from past sessions

remembrall_index("/path/to/project", "myapp")
-> Builds dependency graph: 847 symbols, 1,203 relationships

remembrall_impact("AuthMiddleware", direction="upstream")
-> 12 files depend on AuthMiddleware (with confidence scores)

remembrall_store("Switched from JWT to session tokens because...")
-> Decision stored for future sessions

git clone https://github.com/cdnsteve/remembrallmcp.git
cd remembrallmcp

# Start Postgres + initialize schema + download embedding model
docker compose up -d

# Verify it's running
docker compose exec remembrall remembrall status

docker compose run --rm remembrall

# macOS (Apple Silicon)
curl -fsSL https://github.com/cdnsteve/remembrallmcp/releases/latest/download/remembrall-aarch64-apple-darwin.tar.gz | tar xz
sudo mv remembrall /usr/local/bin/

# Linux (x86_64)
curl -fsSL https://github.com/cdnsteve/remembrallmcp/releases/latest/download/remembrall-x86_64-unknown-linux-gnu.tar.gz | tar xz
sudo mv remembrall /usr/local/bin/

# Initialize (sets up Postgres via Docker, creates schema, downloads model)
remembrall init

cargo build -p remembrall-server --release
# Binary is at target/release/remembrall

remembrall init

{
 "mcpServers": {
 "remembrall": {
 "command": "remembrall"
 }
 }
}

{
 "mcpServers": {
 "remembrall": {
 "command": "/path/to/remembrallmcp/target/release/remembrall",
 "env": {
 "DATABASE_URL": "postgres://postgres:postgres@localhost:5450/remembrall"
 }
 }
 }
}

{
 "mcpServers": {
 "remembrall": {
 "command": "docker",
 "args": ["compose", "-f", "/path/to/remembrallmcp/docker-compose.yml", "run", "--rm", "-T", "remembrall"]
 }
 }
}

{
 "mcpServers": {
 "remembrall": {
 "command": "remembrall"
 }
 }
}

{
 "mcpServers": {
 "remembrall": {
 "command": "docker",
 "args": ["compose", "-f", "/path/to/remembrallmcp/docker-compose.yml", "run", "--rm", "-T", "remembrall"]
 }
 }
}

{
 "mcpServers": {
 "remembrall": {
 "command": "/path/to/remembrallmcp/target/release/remembrall",
 "env": {
 "DATABASE_URL": "postgres://postgres:postgres@localhost:5450/remembrall"
 }
 }
 }
}

> "Store a memory: We chose Postgres over MongoDB because our query patterns
 are relational. Type: decision, tags: database, architecture"

> "Recall what we know about database decisions"

> "Index this project and show me the impact of changing UserService"

> remembrall_ingest_github repo="myorg/myrepo" limit=100

> remembrall_ingest_docs path="/path/to/project"

Source Code Organizational Knowledge
 | |
 v v
Tree-sitter Parsers Ingestion Pipeline
(8 languages) (GitHub PRs, Markdown docs)
 | |
 v v
+--------------------------------------------------+
| Postgres + pgvector |
| |
| memories (text + embeddings + metadata) |
| symbols (functions, classes, methods) |
| relationships (calls, imports, inherits) |
+--------------------------------------------------+
 |
 MCP Server (stdio)
 |
 Any MCP-compatible AI agent

crates/
 remembrall-core/ # Library - parsers, memory store, graph store, embedder
 remembrall-server/ # MCP server + CLI binary
 remembrall-test-harness/ # Parser quality testing against ground truth
 remembrall-recall-test/ # Search quality testing
docs/ # Architecture and test plan docs
test-fixtures/ # Ground truth TOML files for 8 languages
tests/ # Recall test fixtures

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