deepseek-harness
deepseek-ai
DeepSeek Harness: Everything is a Plugin.
PROJECT TOPICS
INSTALL REFERENCE
dsh plugin --profile web add github:WOOK98/airesearch-plugin
该命令指向仓库当前默认分支;尚无绑定当前 commit 的完整验证结果。
PROJECT README
Six-lens equity research inside your coding agent. One command, one integrated report — no lens-picking, no chat limits, powered by whatever model you already pay for.

Lenses: Supply Chain & Value Flow · Fundamentals · Macro · Technicals · Sentiment & Positioning · Risk Matrix & Conviction
/plugin marketplace add WOOK98/airesearch-plugin
/plugin install airesearch@airesearch-marketplace
Then reload plugins (or restart Claude Code) and run the namespaced commands:
/reload-plugins
/airesearch:deep-dive NVDA # full six-lens report
/airesearch:deep-dive AXTI risk # single-lens focus
/airesearch:deep-dive "Humanoid robot" # industry mode: value chain + constituent universe
/airesearch:snapshot MU # 30-second read
/airesearch:morning-brief # watchlist triage
The skills also trigger implicitly — just ask "give me a deep dive on LITE" or "quick take on SNDK?".
No API key needed to start — skills work with web search out of the box. For live market data, see Pro data layer.
The repository ships a .codex-plugin/plugin.json manifest and marketplace
assets. See docs/codex-install.md for the personal
marketplace JSON and local install steps.
After install, the same skill prompts are available from the plugin card.
AIResearch also ships a DSH bundle. It registers four skills in the Harness
skill catalog: airesearch-snapshot, airesearch-deep-dive,
airesearch-morning-brief, and airesearch-filing.
npx @dsh-1024store/cli add WOOK98/airesearch-plugin --profile web
After installation, restart the web profile if it is already running.
Then ask naturally:
snapshot TSLA
deep dive Humanoid robot
morning brief NVDA, TSLA, 0700.HK
filing NVDA latest 10-K
For non-Claude/Codex runners, this repository also ships a prompt-only
DeepSeek harness bundle under deepseek-harness/. It contains a task
manifest, shared system prompt, task prompts, and a zero-dependency Python
runner:
python3 deepseek-harness/run.py snapshot TSLA --dry-run
export DEEPSEEK_API_KEY=sk_your_key
python3 deepseek-harness/run.py deep_dive NVDA --context-file verified-context.json
The adapter expects verified market, filing, news, or holdings context from the host harness. If context is missing, the prompts require unsupported sections to be withheld instead of guessed.
├── .claude-plugin/ # plugin + marketplace manifests
├── deepseek-harness/ # DeepSeek-compatible prompt bundle + runner
├── commands/ # /airesearch:deep-dive, /airesearch:snapshot, /airesearch:morning-brief
└── skills/
├── deep-dive/
│ ├── SKILL.md # report skeleton: 6 sections, output spec
│ └── references/ # one methodology file per lens
├── snapshot/SKILL.md
└── morning-brief/SKILL.md
The Supply Chain lens is distilled from the public analytical framework of Serenity (@aleabitoreddit). For the full distillation with dated examples and track-record calibration, install the companion skill: WOOK98/serenity-aleabitoreddit.
The plugin ships with an .mcp.json pointing at the hosted
airesearch-data MCP server — 5 tools delivering real-time quotes,
GAAP fundamentals, deterministic technicals, and constituent data.
No LLM-estimated indicators, ever.
Set your key before starting Claude Code:
export AIRESEARCH_API_KEY=mcp_your_beta_key
Use the bare key value only, with no NAME= prefix and no quotes. The
client-side environment variable is always AIRESEARCH_API_KEY; do not set
MCP_API_KEYS locally, because that is the server-side allowlist variable.
Don't have a key yet? During the beta, DM @wook98 or email hello@airesearchs.com — keys are issued manually while the self-serve dashboard is in development (see Roadmap below).
Without a key the plugin still works — skills fall back to web search.
get_etf_holdings MCP tool
(ETF constituent data + industry universe builder), entity resolution
hardening. Server version: 0.3.0.resolve_entity, get_quote,
get_financials, get_technicals at airesearchs.com/api/mcp.Four layers protect against hallucinated data:
Decision-support analysis, not financial advice. This plugin never places, modifies, or cancels orders. Verify all prices and fundamentals before acting.
→ /plugin marketplace add WOOK98/airesearch-plugin · Docs
MIT licensed.
CLASSIFICATION EVIDENCE
系统优先读取 GitHub Topics,再与站内分类词典和词根规则比对。当前命中: agent-skills。