Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| RLHF_MCP_PROFILE | No | Set to 'essential' for the lean 5-tool setup, or leave unset for the full 12-tool pipeline. | |
| RLHF_FEEDBACK_DIR | No | Durable path for telemetry, billing ledgers, and proof-backed workflow-run evidence. Highly recommended for hosted deployments. | |
| RLHF_GA_MEASUREMENT_ID | No | Google Analytics 4 Measurement ID for telemetry tracking (optional). | |
| RLHF_PUBLIC_APP_ORIGIN | No | The origin URL for the public app/landing page used for telemetry and UI. | |
| RLHF_BILLING_API_BASE_URL | No | The base URL for the billing API. | |
| RLHF_GOOGLE_SITE_VERIFICATION | No | Google Site Verification token for Search Console (optional). |
Capabilities
Features and capabilities supported by this server
| Capability | Details |
|---|---|
| tools | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| capture_feedback | Capture an up/down signal plus one line of why. Vague feedback is logged, then returned with a clarification prompt instead of memory promotion. |
| feedback_summary | Get summary of recent feedback |
| feedback_stats | Get feedback stats and recommendations |
| diagnose_failure | Diagnose a failed or suspect workflow step using MCP schema, workflow, gate, and approval constraints. |
| list_intents | List available intent plans and whether each requires human approval in the active profile |
| plan_intent | Generate an intent execution plan with policy checkpoints |
| start_handoff | Start a sequential delegation handoff from a delegation-eligible intent plan |
| complete_handoff | Complete a sequential delegation handoff and record verification outcomes |
| describe_reliability_entity | Get the definition and state of a business entity (Customer, Revenue, Funnel). Aliased to describe_semantic_entity. |
| get_reliability_rules | Retrieve active prevention rules and success patterns. Aliased to prevention_rules. |
| capture_memory_feedback | Capture success/failure feedback to harden future workflows. Aliased to capture_feedback. |
| bootstrap_internal_agent | Normalize a GitHub/Slack/Linear trigger into startup context, construct a recall pack, prepare a git worktree sandbox, and emit an execution plus reviewer-lane plan. |
| prevention_rules | Generate prevention rules from repeated mistake patterns |
| export_dpo_pairs | Export DPO preference pairs from local memory log |
| export_databricks_bundle | Export RLHF logs and proof artifacts as a Databricks-ready analytics bundle |
| construct_context_pack | Construct a bounded context pack from contextfs |
| evaluate_context_pack | Record evaluation outcome for a context pack |
| context_provenance | Get recent context/provenance events |
| generate_skill | Auto-generate Claude skills from repeated feedback patterns. Clusters failure patterns by tags and produces SKILL.md files with DO/INSTEAD rules. |
| recall | Recall relevant past feedback, memories, and prevention rules for the current task. Call this at the start of any task to inject past learnings into the conversation. |
| satisfy_gate | Satisfy a gate condition (e.g., after checking PR threads). Evidence is stored with a 5-minute TTL. |
| gate_stats | Get gate enforcement statistics -- blocked count, warned count, top gates |
| dashboard | Get full RLHF dashboard -- approval rate, gate stats, prevention impact, system health |
| commerce_recall | Recall past feedback filtered by commerce categories (product_recommendation, brand_compliance, sizing, pricing, regulatory). Returns quality scores alongside memories for agentic commerce agents. |
| get_business_metrics | Retrieve high-level business metrics (Revenue, Conversion, Customers) from the Semantic Layer. |
| describe_semantic_entity | Get the canonical definition and state of a business entity (Customer, Revenue, Funnel). |
| estimate_uncertainty | Estimate Bayesian uncertainty for a set of tags based on past feedback. |
| session_handoff | Write a session handoff primer that auto-captures git state (branch, last 5 commits, modified files), last completed task, next step, and blockers. The next session reads this automatically for seamless context continuity. |
| session_primer | Read the most recent session handoff primer to restore context from the previous session. Call at session start. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |