Production-minded governed memory MCP server for AI agents with deterministic deletion and auditable lineage
Project description
Orenyl
production-minded governed memory MCP server for AI agents, with deterministic deletion and auditable lineage.
Orenyl gives agents durable memory without losing control: every derived fact is traceable to source events, and deletion triggers recomputation with verification proof.
Core guarantee: if upstream data is deleted, downstream derivations must not resurface.
Orenyl is in early production / public beta. It is ready for self-serve local development and evaluation, and production deployments should use authenticated streamable-http; Orenyl is not yet externally certified or enterprise-complete.
As of April 14, 2026, Orenyl 0.5.0 is not yet published on PyPI. Use the source checkout instructions below today; once the tagged release is published, pip install orenyl-mcp-server becomes the default install path.
Orenyl was previously named Lore. The current package name is orenyl-mcp-server, and legacy LORE_* environment variables are rejected on startup so old configs fail loudly instead of half-working.
Why Orenyl
- Deterministic memory model - immutable events, derived facts, lineage edges
- Deletion guarantees - cascade invalidation plus recompute plus verification proof
- Compliance-oriented - GDPR Article 17/20/30, audit traces, sensitivity controls
- MCP-native - stable 14-tool contract for agent integration
- Local-first onboarding - explicit stdio development mode for self-serve setup and demos
30-Second Primer
What is MCP?
MCP stands for Model Context Protocol. It is the standard way clients like Claude Code and other MCP SDKs discover tools from a server and call them over stdio or HTTP.
Why should I care?
It means you can plug Orenyl into an MCP client without custom glue code and immediately give an agent memory tools for storing events, retrieving bounded context, deleting sensitive records with proof, and tracing lineage.
See It Work
Run the proof-first demo:
python scripts/demo_health_marketing.py
It stores two medication events, derives Active medications: metformin, penicillin, deletes the penicillin source memory, and recomputes to Active medications: metformin so the removed value does not resurface.
Use capture guide for the capture sequence and launch FAQ for what this demo proves.
Install
Source install works today:
git clone https://github.com/edison-zhou-nc/Orenyl.git
cd Orenyl
python -m pip install -e .
python -m pip install -r requirements-dev.txt
Once 0.5.0 is published on PyPI, the package install becomes:
pip install orenyl-mcp-server
Get Started
- 5-Minute Quickstart - try Orenyl locally in minutes
- Claude Code Integration
- OpenClaw Integration
- Examples - copy-paste-run health tracker, meeting memory, and multi-agent isolation demos
- Production HTTP Deployment Template
Architecture
Orenyl stores:
events: immutable user memory inputs.facts: deterministic derivations from active events.edges: lineage graph (event -> fact).tombstones/audit: deletion and security decision records.
Core invariant: if upstream data is deleted, downstream derivations must not resurface.
Local development mode
Use this mode for self-serve evaluation, local MCP clients, and demos. It is development only.
- Start Orenyl in local stdio mode:
ORENYL_TRANSPORT=stdio ORENYL_ALLOW_STDIO_DEV=1 python -m orenyl.server
- Configure your MCP client:
{
"mcpServers": {
"orenyl": {
"command": "python",
"args": ["-m", "orenyl.server"],
"env": {
"ORENYL_TRANSPORT": "stdio",
"ORENYL_ALLOW_STDIO_DEV": "1",
"ORENYL_DB_PATH": "./orenyl_memory.db"
}
}
}
}
This mode uses Orenyl's explicit local-dev auth bypass so you do not need external OIDC setup for local evaluation.
- Basic flow:
store_eventretrieve_context_packdelete_and_recomputeaudit_trace
Production deployment mode
Use streamable-http with authenticated tool calls for real deployments.
- Set
ORENYL_TRANSPORT=streamable-http. - Configure OIDC or HS256 verification settings.
- Pass a JWT per tool call using
auth_tokenon FastMCP-registered tools or_auth_tokenin raw tool arguments. - Start
orenyl-serverorpython -m orenyl.server. - Treat stdio mode as development only.
For an operator-facing setup template, see docs/guides/production-http.md and docs/guides/production.env.example.
Orenyl does not currently read an HTTP Authorization header inside tool dispatch. If you need gateway-level HTTP auth, terminate that at your proxy or application edge and still pass the JWT into the tool call contract described in docs/INTEGRATION.md.
MCP Tool Contract (v2)
Authenticated transports use the same 14-tool contract below. When auth is enabled, include auth_token on FastMCP-registered tools or _auth_token in raw tool arguments.
store_event(domains, content, sensitivity, consent_source, expires_at, metadata, type?, payload?, source?, ts?)retrieve_context_pack(domain, query, include_summary, max_sensitivity, limit, agent_id?, session_id?)delete_and_recompute(target_id, target_type, reason, mode, run_vacuum?)audit_trace(item_id, include_source_events=False)list_events(domain, limit=50, offset=0, include_tombstoned=False)export_domain(domain, format=json|markdown|timeline, confirm_restricted=False)- also supports
page_size,cursor,stream, andinclude_hashes - pagination/streaming performs a full server-side load before slicing; domains with more than 10,000 events return
{"error": "export_domain_too_large_for_pagination"}
- also supports
erase_subject_data(subject_id, mode=hard|soft, reason=subject_erasure)export_subject_data(subject_id)record_consent(subject_id, status, purpose?, legal_basis?, source?, metadata?)generate_processing_record()audit_anomaly_scan(window_minutes?, limit?)create_snapshot(label?)verify_snapshot(snapshot_id)restore_snapshot(snapshot_id)
Configuration
| Variable | Default | Purpose |
|---|---|---|
ORENYL_DB_PATH |
orenyl_memory.db |
SQLite database path |
ORENYL_AUDIT_DB_PATH |
orenyl_audit.db |
SQLite audit log database path |
ORENYL_DR_SNAPSHOT_DIR |
orenyl_snapshots |
Directory used for disaster recovery snapshots |
ORENYL_TRANSPORT |
streamable-http |
Server transport mode |
ORENYL_ALLOW_STDIO_DEV |
0 |
Allow stdio transport in dev |
ORENYL_MAX_CONTEXT_PACK_LIMIT |
100 |
Upper bound for context retrieval |
ORENYL_MAX_LIST_EVENTS_LIMIT |
200 |
Upper bound for list_events |
ORENYL_READ_ONLY_MODE |
0 |
Reject mutating tools while keeping read-safe tools available |
ORENYL_RATE_LIMIT_RPM |
100 |
Per-tenant request budget; 0 disables rate limiting |
ORENYL_COMPLIANCE_STRICT_MODE |
1 |
Tighten compliance behavior for restricted or incomplete requests |
ORENYL_ENABLE_MULTI_TENANT |
0 |
Enable tenant-aware request resolution and isolation checks |
ORENYL_ENABLE_AGENT_PERMISSIONS |
0 |
Enforce domain-scoped policy checks for authenticated agents |
ORENYL_POLICY_SHADOW_MODE |
0 |
Log policy denies without enforcing them; unsafe with some agent-permission combinations |
ORENYL_ENABLE_SEMANTIC_DEDUP |
0 |
Enable semantic duplicate suppression |
ORENYL_SEMANTIC_DEDUP_THRESHOLD_DEFAULT |
0.92 |
Default cosine threshold for semantic dedup |
ORENYL_SEMANTIC_DEDUP_THRESHOLD_<DOMAIN> |
unset | Domain-specific dedup threshold override (example: ..._HEALTH) |
ORENYL_MIN_FACT_CONFIDENCE |
0.7 |
Minimum confidence required for facts in context packs |
ORENYL_EMBEDDING_PROVIDER |
hash-local |
Embedding provider (hash-local or openai) |
ORENYL_VECTOR_BACKEND |
local |
Vector storage backend (local, sqlite, or pgvector) |
ORENYL_PGVECTOR_DSN |
unset | PostgreSQL DSN used when ORENYL_VECTOR_BACKEND=pgvector |
ORENYL_EMBEDDING_DIM |
128 |
Vector dimension for hash-local provider only (ignored for openai) |
ORENYL_EMBEDDING_WORKERS |
4 |
Worker count for async embedding tasks, clamped to 1-16 |
ORENYL_OPENAI_API_KEY |
unset | OpenAI API key for openai embedding provider |
ORENYL_EMBEDDING_MODEL |
text-embedding-3-small |
Embedding model when provider is openai |
ORENYL_EMBEDDING_TIMEOUT_SECONDS |
10 |
Timeout before retrieval falls back when embeddings stall |
ORENYL_ENCRYPTION_PASSPHRASE |
unset | Enables encryption for high/restricted payloads |
ORENYL_ENCRYPTION_SALT |
unset | Base64 salt for key derivation |
ORENYL_ENCRYPTION_KEY_VERSION |
v1 |
Active encryption key version stamped onto encrypted payloads |
ORENYL_ALLOW_INSECURE_DEV_SALT |
0 |
Dev-only fallback when salt is unset |
ORENYL_TTL_DELETE_MODE |
soft |
TTL cleanup deletion mode |
ORENYL_TTL_SWEEP_INTERVAL_SECONDS |
3600 |
TTL sweep interval |
ORENYL_OIDC_ISSUER |
unset | OIDC token issuer (required when RS256/JWKS is enabled) |
ORENYL_OIDC_AUDIENCE |
orenyl |
OIDC audience |
ORENYL_OIDC_ALLOWED_ALGS |
RS256 |
Allowed JWT algorithms; default requires issuer config |
ORENYL_OIDC_HS256_SECRET |
unset | HS256 verifier secret (required when HS256 is enabled) |
ORENYL_OIDC_JWKS_URL |
unset | JWKS endpoint for RS256 verification |
ORENYL_OIDC_JWKS_CACHE_TTL_SECONDS |
300 |
JWKS cache lifetime for RS256 verification |
ORENYL_OIDC_CLOCK_SKEW_SECONDS |
30 |
Allowed token clock skew in seconds |
ORENYL_FEDERATION_NODE_ID |
node-local |
Stable node identifier for federation journals and conflict resolution |
Notes:
- With default
ORENYL_OIDC_ALLOWED_ALGS=RS256, startup requiresORENYL_OIDC_ISSUER(and typicallyORENYL_OIDC_JWKS_URL). - HS256-only deployments should explicitly set
ORENYL_OIDC_ALLOWED_ALGS=HS256,ORENYL_OIDC_HS256_SECRET, andORENYL_OIDC_ISSUER. - Multi-version key rotation can use
ORENYL_ENCRYPTION_PASSPHRASE_<VERSION>andORENYL_ENCRYPTION_SALT_<VERSION>alongsideORENYL_ENCRYPTION_KEY_VERSION.
Security Notes
- Local stdio development mode uses an explicit local-dev auth bypass.
- AuthZ is scope-based per tool action in authenticated transports.
- Security decisions are audit-logged (allow/deny + request correlation).
- High/restricted payload encryption is fail-closed when passphrase is set without salt.
- Deletion proof includes resurface-prevention checks (
deletion_verified).
Development
- Code layout:
src/orenyl/ - Tests:
tests/unit/,tests/integration/ - Linting: Ruff + Black configured in
pyproject.toml
Run tests:
python -m pytest -q
Run the end-to-end stdio MCP client smoke test:
python -m pytest tests/integration/test_stdio_mcp_client_smoke.py -q
Run eval harness:
python scripts/run_eval.py
Run Phase 1 synthetic retrieval regression benchmark:
python -m pytest tests/benchmarks/test_phase1_retrieval_quality.py -q
Run Phase 3 cross-tenant isolation suite:
python -m pytest tests/integration/test_phase3_tool_isolation.py -q
Run Phase 3 federation suite:
python -m pytest tests/integration/test_federation_worker_idempotency.py tests/integration/test_federation_conflict_resolution.py -q
Run Phase 3 multi-tenant load harness (opt-in):
ORENYL_ENABLE_PHASE3_LOAD_TEST=1 ORENYL_PHASE3_LOAD_EVENTS=1000000 python -m pytest tests/benchmarks/test_phase3_multi_tenant_load.py -q
Contributing
See CONTRIBUTING.md, CODE_OF_CONDUCT.md, and SECURITY.md.
License
Apache-2.0. See LICENSE.
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