Project Brain
Source-backed context and reviewed memory ground the task. Code impact helps identify what to inspect and verify.
Explore Project BrainThe system around your model that grounds the task, controls execution and checks the change.
A coding agent harness is the software around a model that supplies context, manages tools and execution, tracks task state, and defines how proposed changes are verified and accepted. The model generates the code; the harness establishes the conditions under which that code can enter the project.
Snipara makes that workflow context-aware. Repository sources, reviewed decisions and project memory travel into the task, while proof and review receipts travel back with the candidate.
Claude Code created a plan and completed the first two phases. A fresh Codex session resumed the saved Companion checkpoint and finished the next phase. The plan, decisions, completed tasks, attempt counters and original evidence stayed intact.
21 independent validation cases passed on October 10, 2026. One local fixture, using Companion 3.7.0 and a shared workspace with operator-assisted command dispatch.
Resume requires access to the project folder, including saved .snipara state and workflow artifacts, and the project’s Snipara MCP. This demonstration does not qualify live-process migration, MCP-only restoration or transfer of an Orchestrator controller between coding clients.
Independent checks ran outside the producing Codex session. This is an operator-reported demonstration, not a reliability benchmark or authenticated human acceptance.
Both fresh Codex sessions received the same Claude-produced source, plan, decisions and ASCII evidence. The Snipara session also received the saved checkpoint and Hosted MCP access. Both passed; this fixture showed no speed or token saving.
| Observation | Ordinary files | Files + Snipara |
|---|---|---|
| Independent validation | 21/21 | 21/21 |
| Full agent session | 30.94 s | 55.63 s |
| Successful resume command | Not applicable | 2.38 s |
| Separate successful MCP probe | Not applicable | 1.06 s |
| Actual billing | Not measured | Not measured |
The Snipara session includes one network-permission retry. Successful command timings exclude the failed probe; full session time includes it. Session time includes implementation and is not resume latency. Avoided task rework, time to first useful progress and total harness overhead were not measured. One small fixture is insufficient for a general performance claim.
Reproduce the scenario: scripts, frozen inputs and both candidates · Download the paired result and token counts
Download the public checkpoint receiptDefine the allowed files, required proof and execution limits before dispatch. The native host runs the agent with its own permission model. External validation checks the result; a separate reviewer can refuse it even when tests pass. An integration candidate stays bound to the reviewed tree and patch.
Bounded proof retries are opt-in. Controlled integration requires explicit policy and acceptance gates; stopping for human attention is a valid outcome.
Source-backed context and reviewed memory ground the task. Code impact helps identify what to inspect and verify.
Explore Project BrainSaved plans, phases, tasks, attempts and evidence keep work resumable from a checkpoint across coding tools with access to the project folder and its Snipara MCP.
Explore CompanionA controller dispatches scoped native tasks, tracks attempts and binds proof and review to a candidate before controlled integration.
Explore Orchestrator| Surface | Role in the harness | Current evidence |
|---|---|---|
| Claude Code / Claude CLI | Project context and native execution | Local full journey accepted with a test-local launcher for CLI controls. |
| Codex | Project context and native app-server execution | Published-package journey exercised with proof, review and controlled integration. |
| LM Studio / Qwen Coder | Local model through Codex’s native tools | External proof passed; independent review refused a defect and blocked integration. |
| Cursor, VS Code and other MCP clients | Project context and memory | MCP context integration. Native controller execution is adapter-dependent. |
These are configuration-specific observations, not a universal model compatibility or reliability guarantee. Read the validation scope.
Use the context layer for a quick lookup or a small edit. Add managed execution when a coding task spans phases, needs a separate reviewer, or must produce verifiable evidence before integration. Your model and coding client keep their reasoning and tools; Snipara provides project knowledge and workflow controls.
Companion can resume saved workflow state when the next coding tool has access to the project folder with its saved .snipara state and artifacts, and the project’s Snipara MCP. One local Claude Code to Codex test preserved the plan, completed tasks, attempt counters and evidence, then passed 21 independent checks. This is checkpoint continuity, not migration of a live process. MCP-only restoration and Orchestrator controller transfer were not tested.
Snipara is a persistent, model-agnostic harness for coding agents. It combines project context and reviewed memory with Companion workflows and Orchestrator execution, external validation, independent review and controlled integration.
A coding agent harness is the system around a model that supplies context, scopes its work, manages execution and checks changes. The model proposes code; the harness defines the workflow and the conditions for accepting it.
Your model and coding client still reason and use tools. Snipara supplies project knowledge and workflow controls. MCP context access and native execution support are different capabilities; native execution depends on the configured adapter.
Context and memory ground the work. Companion tracks the plan and phases; Orchestrator can execute bounded tasks and bind validation and review to a candidate before controlled integration. A passing test alone does not approve a change.
An isolated Claude CLI journey reached acceptance with a test-local launcher. Qwen3 Coder Next through LM Studio passed external validation, then independent review refused a defect and blocked integration. These tests use one exposed development fixture and do not establish general model reliability.