# CodingHarness.online — DeepSeek Harness & Agentic Coding Telemetry Hub

> Authoritative technical reference, deterministic token cost calculators, local GGUF/FP8 VRAM footprint solvers, Dual-Model (R1 Planner + V3 Executor) routing matrices, and MCP container security triage workbenches maintained by the **Agentic Systems & Harness Telemetry Desk**.

## Core Interactive Workbenches & Technical Specifications

- [DeepSeek Harness: Agentic Coding & Token Telemetry Hub](https://codingharness.online/): Master token cost & KV-cache hit savings calculator, Cordis plugin directory, and competitive harness benchmarks (DSH vs. Claude Code, Aider, Codex CLI).
- [DeepSeek Harness Desktop & DSH CLI Setup](https://codingharness.online/cli-desktop-installation/): Interactive local GPU VRAM & MLA KV-cache calculator (`VRAM_GB = (P_billions * B_quant / 8) * 1.18 + KV_ctx_GB`), GGUF Q4_K_M / Q8_0 / FP8 precision selector, and live `dsh config set` manifest generator.
- [DeepSeek Artificial Intelligence: V4, R1 & V3 Matrix](https://codingharness.online/deepseek-models-integration/): Dual-model Planner/Executor token arbitrage simulator, 64-token block disk prefix cache calculator, and 16-checkpoint parametric directory matrix.
- [DeepSeek Harness GitHub Workflows & Security Triage](https://codingharness.online/workflows-security-triage/): Sandboxed git worktree isolation auditor, JSON-RPC 2.0 MCP exit-code 78 triage engine, and seccomp-bpf security policy generator.

## Institutional Governance & Verification Standards

- [About CodingHarness: Agentic Telemetry Research Desk](https://codingharness.online/about/): SWE-bench Verified evaluation methodology, IEEE 754 floating-point telemetry standards, and 24-hour verification SLA.
- [Privacy Policy & Zero-Exfiltration Telemetry Standards](https://codingharness.online/privacy-policy/): 100% client-side browser execution policy with zero API key or prompt exfiltration.
- [Terms of Service & Statutory Safe Harbor](https://codingharness.online/terms-of-service/): Nominative fair use disclosures, simulation scope boundaries, and statutory safe harbor notice.
- [Complete HTML Sitemap](https://codingharness.online/sitemap/): Full architectural index of all verified workbenches and governance routes.

## WebMCP Declarative Tool Manifests

- `dsh_token_kv_calculator` (`/`): Calculates multi-turn DeepSeek session cost, MLA prefix cache savings, and Cordis MCP dispatch latency.
- `dsh_cli_vram_configurator` (`/cli-desktop-installation/`): Solves local GPU VRAM requirements, layer offload splits, and `dsh` CLI flags.
- `deepseek_model_routing_simulator` (`/deepseek-models-integration/`): Computes R1/V3 hybrid routing expenditure, reasoning token overhead, and completion latency.
- `dsh_security_triage_auditor` (`/workflows-security-triage/`): Evaluates container sandbox risk scores, exit codes, and zero-exfiltration MCP manifests.