Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add guyuefangyuanl/deepseek-better-harness --skill harness-session-evidencegit clone --depth 1 https://github.com/guyuefangyuanl/deepseek-better-harnessWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/guyuefangyuanl/deepseek-better-harness/harness-session-evidence)<a href="https://agentmods.dev/skills/guyuefangyuanl/deepseek-better-harness/harness-session-evidence"><img src="https://agentmods.dev/badge/skills/guyuefangyuanl/deepseek-better-harness/harness-session-evidence/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/guyuefangyuanl/deepseek-better-harness/harness-session-evidence"><img src="https://agentmods.dev/badge/skills/guyuefangyuanl/deepseek-better-harness/harness-session-evidence.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00053 | $0.00201 |
| Opus 5.5 | $0.00021 | $0.00080 |
| Sonnet 5.5 | $0.00011 | $0.00040 |
| Haiku 4.5 | $0.00005 | $0.00020 |
Grade A, and why
harness-session-evidence scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Harness Session Evidence
Analyze session behavior without crossing into repository or Agent Asset claims.
- Resolve the authorized session set, time window, task goal, and decision the review must support.
- Prefer bounded facts or task episodes. Read raw transcripts only when the user explicitly authorizes them and no narrower source answers the question.
- Separate observed behavior, missing evidence, and inference.
- Identify repeated friction only from at least two comparable occurrences; one occurrence is a candidate, not a pattern.
- Return evidence candidates without final severity or repository-wide scores.
Read references/session-evidence-contract.md for the candidate schema and rejection rules.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 21 lines · 53 tokens per session scan A 5e31f1e65b57
harness-session-evidence is a skill published in the GitHub repository guyuefangyuanl/deepseek-better-harness (1 stars, last pushed 2mo ago), licensed MIT. It adds 53 tokens to every session and 201 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
harness-session-evidence compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| harness-session-evidenceguyuefangyuanl/deepseek-better-harness | Skill | 1 | 2mo ago | MIT | A | 53 | Claude Code, Codex |
| feynman-perspectivealchaincyf/nuwa-skill | Skill | 38k | yesterday | MIT | A | 212 | Claude Code, Codex |
| naval-perspectivealchaincyf/nuwa-skill | Skill | 38k | yesterday | MIT | A | 218 | Claude Code, Codex |
| x-mastery-mentoralchaincyf/nuwa-skill | Skill | 38k | yesterday | MIT | A | 197 | Claude Code, Codex |
| elon-musk-perspectivealchaincyf/nuwa-skill | Skill | 38k | yesterday | MIT | A | 228 | Claude Code, Codex |
| ilya-sutskever-perspectivealchaincyf/nuwa-skill | Skill | 38k | yesterday | MIT | A | 183 | Claude Code, Codex |
| dsh-tui-guideccch1mneyyy/dsh-TUI | Skill | 7.4k | today | MIT | A | 41 | Claude Code, Codex |