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Explorer/MCP/rlhf-loop/thumbgate
REMOTE

thumbgate

rlhf-loop/thumbgate
68 tools available
The Journeyman
A reasonable amount of history and nothing concerning in the scan.
Time indexed (5mo)
68toolsRemote/ HTTP5moindexed
100% uptime · 252ms avgChecked Jun 30, 2026
Quality Score
55/95
Established
Risk Score
0/100
Clean
How is this calculated?
Quality Breakdown
Tenure13.8/20
155 days indexed
Capability16.4/25
Tools: 9.4/13 (68 tools)
Description: 0/5
Endpoint: 7/7
Adoption0/25
Use count: 0/20 (0 uses)
Multi-registry: 0/5 (1 registry)
Reliability25/25
Currently live: 10/10
Uptime history: 15/15 100% (55/55 checks)
Security scan: 0 pts in v1.0; ready to weight when coverage improves
Incomplete Data Cap (60)
Usage data is not available for this server. Quality is capped until adoption can be measured.
Risk
0Clean
No signals detected.
The scanner shows
68 tools. Nothing caught our attention.
First indexed Apr 14, 2026
Server Profile
Tools catalogued
68
68 tools available. Full list below.
Hosting
Remote / HTTP
Runs on the internet. No access to your filesystem, SSH keys, or environment variables.
Registry presence
Not verified
Not yet verified by the Official MCP Registry.
Liveness
100%
Based on 48 checks. Average response: 252ms.
Publisher Verification
Not yet verified by the Official MCP Registry.
Endpoint
https://thumbgate--rlhf-loop.run.tools
Tools (68)
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
search_lessons
Search promoted lessons and show the corrective actions, lifecycle state, prevention rules, gates, and next harness fixes linked to each result.
retrieve_lessons
Retrieve the most relevant lessons for a given tool/action context. Use in PreToolUse hooks for per-action guidance.
search_thumbgate
Search raw ThumbGate state across feedback logs, ContextFS memory, prevention rules, and imported policy documents.
import_document
Import a local policy or runbook document into ThumbGate, normalize it for search, and propose provenance-backed gate candidates.
Show all 68 tools ↓
list_imported_documents
List imported policy and runbook documents stored in local ThumbGate state.
get_imported_document
Read a previously imported document with its proposed gate candidates and provenance.
feedback_stats
Get feedback stats and recommendations
diagnose_failure
Diagnose a failed or suspect workflow step using MCP schema, workflow, gate, and approval constraints.
infer_lesson_from_history
Perform autonomous inference on chat history to identify why a failure occurred and what rule should be recorded.
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.
enforcement_matrix
Show the full Enforcement Matrix: feedback pipeline stats, active pre-action gates, and rejection ledger with revival conditions.
security_scan
Scan code for OWASP vulnerabilities (injection, XSS, path traversal, SSRF, prototype pollution) and supply chain risks (typosquatting, install script abuse, wildcard versions). Returns findings with severity, category, and line numbers.
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_hf_dataset
Export ThumbGate agent traces and DPO preference pairs as a HuggingFace-compatible dataset. Produces traces.jsonl, preferences.jsonl, and dataset_info.json with PII-redacted paths. Ready for huggingface-cli upload.
export_databricks_bundle
Export ThumbGate 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.
unified_context
Assemble a complete, role-aware context object in one call. Combines session state, user profile, relevant lessons, prevention guards, context pack, and code-graph impact — with tiered graceful degradation (full → warm → cold). Replaces multiple recall/retrieve/session_primer calls with a single orchestrated request.
satisfy_gate
Satisfy a gate condition with optional structured reasoning. Evidence is stored with a 5-minute TTL. When structuredReasoning is provided, the premise/evidence/conclusion chain is stored in the audit trail.
set_task_scope
Declare or clear the current task scope so ThumbGate can compare affected files and diffs against the approved path set.
get_scope_state
Return the active task scope and any unexpired protected-file approvals.
set_branch_governance
Declare or clear branch and release governance so PR, merge, release, and publish actions can be evaluated against explicit workflow state.
get_branch_governance
Return the active branch and release governance state.
approve_protected_action
Grant a time-limited approval for edits or publish actions that touch protected files.
track_action
Record a verification action in the current session (for example figma_verified or tests_passed). Session actions expire after one hour.
verify_claim
Check whether a claim has enough tracked evidence before the agent asserts it.
check_operational_integrity
Evaluate whether the current repo state is safe for PR, merge, release, and publish operations.
workflow_sentinel
Predict pre-action workflow risk, blast radius, and remediations before a tool call executes.
register_claim_gate
Register a custom claim verification rule in local runtime state without editing tracked repo config.
gate_stats
Get gate enforcement statistics -- blocked count, warned count, top gates
dashboard
Get full ThumbGate dashboard -- Harness Score, gate stats, prevention impact, proof, and system health
org_dashboard
Org-wide multi-agent dashboard — shows all active agents, gate decisions, adherence rates, risk agents, and top blocked gates across the organization. Team rollout: full visibility. Free preview: limited to 3 agents.
settings_status
Resolve managed, user, project, and local ThumbGate settings with per-field origin metadata for policy visibility.
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.
list_harnesses
List natural-language harness specs for portable workflow control, proof-backed verification, and GTM execution.
run_harness
Execute a natural-language harness through the async job runner with checkpoints, verification, and proof-backed outcomes.
schedule
Create, list, or delete scheduled tasks. Supports natural language scheduling like "daily 9:00", "weekly monday 8:30", "hourly". Installs as macOS LaunchAgent or Linux crontab.
user_profile
Manage persistent user profile — preferences, style, domain knowledge that persists across sessions. Actions: add, remove, replace, view.
session_search
Search past session notes and conversations using full-text search. Returns relevant sessions from the SQLite FTS5 index for cross-session recall.
open_feedback_session
Open a feedback session after thumbs up/down. Follow-up messages will be captured for 60s.
append_feedback_context
Append a follow-up message to an open feedback session. Call this when the user types additional context after giving thumbs up/down.
finalize_feedback_session
Finalize a feedback session and re-infer the lesson with all follow-up context.
webhook_deliver
Send a message to Teams, Slack, or Discord via webhook. Use for status reports, alerts, and notifications.
reflect_on_feedback
Run a post-mortem analysis on negative feedback. Returns a proposed rule and recurrence info.
report_product_issue
Report a bug, suggestion, or complaint about ThumbGate itself (not project feedback). Auto-files a GitHub issue with system context. Use when the user expresses frustration or requests a feature for the thumbgate tool.
run_managed_lesson_agent
Run the LLM-powered lesson inference and rule generation agent over accumulated feedback. Requires ANTHROPIC_API_KEY for LLM mode; falls back to heuristics if unavailable.
managed_agent_status
Show status of the last managed lesson agent run: entries processed, lessons created, gates promoted, and total runs.
run_self_distill
Run the self-distillation agent to auto-evaluate recent agent sessions and generate improvement lessons without human feedback. Reads conversation logs, detects success/failure signals, and persists lessons.
self_distill_status
Show status of the last self-distillation run: sessions analyzed, lessons generated, signals detected.
context_stuff_lessons
Dump ALL prevention lessons into a single text block for context-window injection. Bypasses RAG/search — returns every lesson sorted by confidence. For most projects (20-200 lessons), fits in 1K-10K tokens.

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More from rlhf-loop
ThumbGate
MCP Memory Gateway captures explicit structured feedback from AI coding agents, validates it against a rubric engine, and auto-promotes repeated failures into prevention rules enforced via PreToolUse hooks. Pre-action gates physically block tool calls matching known failure patterns before execution — turning past mistakes into hard constraints rather than suggestions. Supports semantic recall via LanceDB vectors, DPO/KTO export for downstream fine-tuning, and a file watcher bridge for external signal ingestion. Compatible with Claude Code, Codex, Gemini, Amp, Cursor, and OpenCode. Install with `npx mcp-memory-gateway init` or `claude mcp add rlhf -- npx -y mcp-memory-gateway serve`. MIT licensed, open source.
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