Harden one Claude workflow. Keep one sharp agent.

Built for platform teams, consultancies, and AI-heavy engineering groups. mcp-memory-gateway adds recall, reliability rules, pre-action gates, and verification evidence to Claude Code, Codex, Gemini, and Amp without introducing another orchestration layer or subagent handoff tax.

Best first commercial motion: the Workflow Hardening Sprint for one workflow, one owner, and one proof review.

CI + proof artifacts published Claude Code / Codex / Gemini / Amp Code modernization ready Platform + consultancy fit One workflow, one owner, one proof review No orchestration tax Pairs with continuity tools MIT Licensed Local-first, no cloud required
Seven high-intent use cases for Claude workflow hardening.
The sellable unit is not a generic AI employee. It is one workflow with memory, gates, and proof that a buyer can actually defend in production.
1

Code modernization partners

Keep migration rules, repository sharp edges, and verification checks durable across long Claude Code sessions instead of re-explaining them on every repo.

2

Platform engineering

Turn repeated review pain into repo-wide prevention rules and pre-action gates that make AI delivery safer at team scale.

3

Agency teams

Keep client-specific constraints, tone, architecture, and approval rules durable so one consultant is not the only person who remembers the landmines.

4

OSS maintainers

Convert merged PR review comments into reusable lessons so contributors and agents stop hitting the same issue in different files.

5

AI product teams

Add recall, guardrails, and proof to one real workflow instead of shipping vibe-based agent behavior that nobody can audit later.

6

DevOps and internal ops

Persist operational lessons and block repeated unsafe actions before they touch production infrastructure or compliance-sensitive systems.

7

Founders and power users

Resume faster, stop re-teaching the same repo context, and keep one sharp agent aligned through long sessions and repeated delivery loops.

Resuming is not enough if the agent still repeats the same mistake.
Continuity gets you back into the project. The Gateway keeps one sharp agent on task and makes the workflow more sellable by adding proof, gates, and repeatable behavior instead of more handoffs, planners, or orchestration layers.
Before

Infinite review loop

Agent pushes broken code

Bot comments on the PR

You fix it manually

Agent pushes again

Same mistake, different file

Repeat forever
After

Gate blocks it first

Agent tries git push

Gate blocks the action

Shows why it was blocked

Agent fixes the issue

Clean push, no review cycle

You save 20 minutes
AI reliability system, not orchestration layer.
Keep the base agent that already feels sharp. Put continuity upstream, let the Gateway sit underneath the session, and sell the result as workflow hardening for code modernization, PR review, and internal ops.
1

Keep one sharp agent

No swarm required. The Gateway improves one agent's continuity and safety instead of adding subagent coordination overhead.

2

Pair continuity upstream

Use your editor or resume assistant to reload context. The Gateway consumes that context and turns it into actionable recall, reliability rules, and proof.

3

Block repeat mistakes downstream

Repeated failures become gates and reminders. The system stays out of the way until evidence says the pattern is recurring.

Start with the Workflow Hardening Sprint. Expand only after the workflow proves out.
Start with one workflow, one owner, one proof pack. That keeps the commercial story specific and avoids the generic 'AI employee' trap.
A

Claude workflow hardening sprint

Wire memory, gates, and verification into one production workflow so repeated agent failures become prevention rules instead of recurring support tickets. This is the front-line offer.

B

Code modernization guardrails

Carry migration notes, architecture constraints, and validation checks across long refactor sessions so Claude Code delivery survives real repositories.

C

Proof-ready rollout pilot

Ship one workflow with machine-readable evidence, buyer-facing diagnostics, and a Veto Layer that can be defended in security and platform reviews.

Qualify one workflow in under two minutes.
Tell us the workflow, the owner, and the repeated blocker. This writes into a contactable sprint-intake queue instead of disappearing into generic telemetry.
Workflow Hardening Sprint

One workflow, one owner, one proof review

Best fit when one Claude-first workflow already matters and the problem is repeated mistakes, rollout hesitation, or weak proof.

Email Instead Review Proof Pack

No sprint intake submitted yet.

Need immediate access?

Start with Pro today

Self-serve Pro is still the fastest paid path if you want hosted synced memory right now. Use the sprint when the blocker is workflow reliability, buyer proof, or rollout discipline.

  • Use Pro when you need hosted synced memory immediately.
  • Use the sprint when one workflow needs proof, gates, and rollout support.
  • Both paths point to the same commercial truth and verification evidence.
Compare with Pro
Three steps. No orchestration tax.
Set up in under a minute. The system learns from your feedback and auto-promotes repeated failures into blocking rules while staying out of the agent's way.
1

One command setup

Initialize the gateway for your agent. Creates the MCP config, hooks, and local reliability layer without adding another planner or swarm.

npx mcp-memory-gateway init --agent claude-code
2

Give feedback

Thumbs up or down on agent actions. The system captures what worked and what failed, building your pattern library.

mcp__rlhf__capture_feedback(signal=down, context="pushed without tests")
3

Gates auto-promote

When a failure pattern appears 3+ times, it automatically becomes a blocking rule. No manual config needed.

3+ failures → auto-promoted to blocking gate
mcp-memory-gateway dashboard
Approval Rate: 26% 45% (7-day trend)
Active Gates: 7 (4 manual, 3 auto-promoted)
Actions Blocked: 12 this week
Estimated Time Saved: 3.2 hours
Verification evidence published CLI + API + MCP same reliability layer Claude, Codex, Gemini, Amp supported Code modernization and workflow hardening fit No subagent handoff tax by default Continuity tools pair cleanly upstream MIT licensed Local-first or hosted Pro
Free forever. Pro when you need it.
The local CLI handles single-machine use without another coordination stack. Pro syncs your memories to the cloud via Cloudflare Workers so your whole team benefits.
Free

Local

$0 / forever
  • 500 memories, 100 retrievals/day
  • 5 built-in gates
  • Single user, single machine
  • DPO/KTO export for fine-tuning
  • CLI dashboard
Get Started
Pro

Cloud

$29 / month
  • Cloud-synced memories from any machine
  • Unlimited memories and retrievals
  • Team sharing of prevention rules
  • Usage dashboard (memories, retrievals, cache hits, cost savings)
  • Unlimited custom gates with auto-gate promotion
  • Priority support
Get Pro — $29/mo

Not buying yet?

Tell us what is blocking the decision. This feeds the buyer-diagnostics layer so pricing, proof, and onboarding can be tightened with evidence instead of guesses.