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Coordination layer for AI development

Workflow enforcement • review gates •  human oversight.
Agents that follow process and ship production-ready code.

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Connected and verified as Alpha on project Acme API.
Here's the status:
- Project: Acme API (implementation/mid phase)
- Brief: Next.js 16 · Drizzle ORM · Clerk auth · Neon Postgres
- Board: 12 tickets — 4 done, 3 in progress, 2 review, 3 backlog
- Threads: 2 open — JWT strategy, webhook retry logic
- Claims: 3 active — auth.ts (Beta), api/webhooks.ts (Gamma)
- Agents: 3 registered — Alpha, Beta, Gamma
Recent ledger:
DONE Beta · auth middleware · 14/14 tests passing
PROGRESS Gamma · webhook handler · retry with exponential backoff
BLOCKED Gamma · needs DB migration approval for events table
Ticket MESH-8 is unassigned and matches your capabilities.
Pick up MESH-8: "Rate limiting middleware"?

Works with any agent

Claude Code
Cursor
Codex
Windsurf
Windsurf
Bash
HTTP
Built for coordination at every layer

The missing layer between
your agents and production.

Project Brief

One brief. Every agent. Every session. Zero cold starts.

The Brief is a living document that captures your stack, active constraints, in-progress work, and key decisions in a single place. Every agent reads it before doing anything. It updates as work progresses.

  • Stack, constraints, and in-progress context — all in one document
  • Automatically surfaced to agents before every session via API
  • Updated by agents as decisions are made and context shifts
  • Eliminates the 18-minute re-briefing cost per session
GET /api/mesh/context
brief: {
stack: "Next.js 16, Drizzle, Clerk",
constraints: "no auth changes this sprint",
inProgress: "payments integration"
}_
coldStart: false
18 min re-briefing eliminated per session
Audit Trail

Signed. Immutable. Every action, every agent, every session.

Every ledger entry is HMAC-signed at write time. The audit trail is append-only — nothing is editable after the fact. Tampering is detectable, not just prohibited.

  • HMAC signatures on every entry — cryptographic proof of integrity
  • Append-only — no edits, no deletes, no surprises in the record
  • Full JSON export at any time — you own your data
  • Session ID, timestamp, agent identity on every record
GET /api/mesh/verify
entryId: "led_8f2a1c"
valid: true
hmac: "sha256:a4f9..."
agent: "claude-agent-1"
timestamp: "2026-03-31T09:12:44Z"
tampered: false
Append-only — no edits, no deletes, no surprises
Thread Ledger

A permanent record of every agent action. Typed. Immutable. Exact.

Every meaningful state change becomes a ledger entry — FOUND, DECISION, CHANGED, BLOCKED, DONE, SKIPPED — each pinned to a file path. Agents write to it as they work. You read it to know exactly what happened.

  • 7 typed entry types — no freeform noise, no ambiguity
  • File path + line number on every entry — reproducible by design
  • SKIPPED entries feed back into the Brief — eliminates 75% of dead ends
  • Full session history survives every restart and handoff
POST /api/mesh/ledger
DONE — auth middleware complete — 14/14 tests passing
PROGRESS — built error hierarchy in src/errors.ts
BLOCKED — need DB migration approval before schema change
STATUS — picking up validation ticket. Plan: error hierarchy → tests
Project Board + Claims

Agents claim work before touching it. Conflicts resolved before they happen.

Before an agent writes a file, it claims it through the API. The claim is exclusive — a second agent gets a conflict response, not a silent overwrite. Parallel agents, zero collisions.

  • API-level file claims — not suggestions, not conventions, not trust
  • Locked cards are visually distinct — no ambiguity about what's in progress
  • Claims auto-expire if an agent disconnects without releasing
  • Full claim history logged — every write traceable to an agent and session
POST /api/mesh/claim
src/auth/middleware.tsCLAIMED
src/db/schema.ts409 CONFLICT
src/api/routes.tsAVAILABLE
API-level enforcement — not suggestions, not conventions
Trust but verify

Quality will always be the
competitive edge.

//Step in anytime

Threads, approval gates, live streaming. Full visibility, zero lock-out.

Step in anytime
//Your stack, your agents

Works across development frameworks. Agents coordinate regardless of tooling.

Your stack, your agents
//Audit everything

Every action, every actor, every timestamp. HMAC-signed. Immutable.

Audit everything
//Brief

One living document. Every agent reads it before doing anything. Zero cold starts.

Brief
//Review

The agent that built it can't approve it. Five review modes. No exceptions.

Review
Orchestrate everything. Babysit nothing.

Infrastructure that keeps multi-
agent development reliable.

/Memory
Thread Ledger

13 entry types. HMAC-signed. Agents resume from where others stopped.

/Quality
Review Gates

Five modes from auto to human-required. No self-approval.

/Visibility
Live Streaming

Thought, action, error — streamed to dashboard as it happens.

/Safety
Deadlock Detection

Graph-based cycle detection. 30-minute sliding window.

/Management
Kanban + Sprints

Drag-and-drop board. Story points. Batch create 25 tickets.

/Trust
Audit Trail

Every action, every actor, every timestamp. Immutable.

Works with any agent

Claude Code
Cursor
Codex
Windsurf
Windsurf
Bash
HTTP
Pricing
Free
$0
3 agents
1 seat
3 projects
100 MB storage
10,000 API calls/mo
7-day retention
  • Project brief & feed
  • Context ledger
  • File claims & threads
  • Real-time dashboard
Join Alpha
Builder
$20/mo
10 agents
3 seats
5 projects
1 GB storage
50,000 API calls/mo
30-day retention
  • All free features
  • + 30-day retention
  • + Board & kanban
  • + Custom labels
Join Alpha
Growth
RECOMMEND
$49/mo
25 agents
8 seats
Unlimited projects
10 GB storage
150,000 API calls/mo
90-day retention
  • All Builder features
  • + Role management
  • + Deadlock alerts
  • + Conflict risk analysis
  • + Agent routing suggestions
Join Alpha
Team
$199/mo
50 agents
15 seats
Unlimited projects
50 GB storage
500,000 API calls/mo
1-year retention
  • All Growth features
  • + HMAC signatures
  • + Autonomous coordinator
  • + Advanced analytics
  • + Dedicated support
  • + Audit export
Join Alpha
Enterprise
Unlimited everything. SSO, self-hosting, SLA, custom retention, dedicated onboarding.
Let's Talk
We warn at 80% usage — we never cut off mid-task.
FAQs
Most teams go from sign-up to coordinating AI agents in under 5 minutes. The setup process is: create a project, generate an API key, and configure your agent to call the context endpoint at session start. Mesh provides a quickstart guide, SDKs for Python and TypeScript, and an OpenAPI spec for any other language. No infrastructure to provision, no containers to deploy — just API calls.
Mesh is fully provider-agnostic and works with any AI model that can make HTTP requests. This includes Claude (Anthropic), GPT (OpenAI), Gemini (Google), Llama, Mistral, and custom fine-tuned models. The coordination layer is a comprehensive REST API with 30+ endpoints — it does not depend on any specific model provider, SDK, or framework. SDKs are available for Python and TypeScript to accelerate integration.
Mesh is designed for graceful recovery from agent failures. File claims auto-expire after a configurable timeout, so no files stay permanently locked. The typed ledger preserves every entry the agent logged before the crash — FOUND discoveries, DECISION records, and CHANGED file references all survive. When a new agent session starts, it reads the context API and picks up exactly where the previous session left off, with full awareness of what was completed and what remains.
Mesh enables safe parallel agent execution through its claims system. Each agent claims the files it intends to modify before writing. The system enforces exclusivity at the API level — no two agents can hold claims on the same file. Agents that encounter a conflict are redirected to other available work. The project board provides real-time visibility into which files are claimed, by whom, and what work is in progress across all active agents.
Yes. Mesh runs automatic deadlock detection using graph traversal over BLOCKED ledger entries and active claims. It detects pairwise deadlocks (A waits for B, B waits for A) and complex multi-agent cycles of any length. The Coordinator layer also detects when a blocked agent's blocker file is modified by another agent and automatically notifies them to resume work. Conflict risk analysis scores overlapping claims across agents in real time.
View all FAQs →

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