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Semantic Prospect
by
Simply Semantics
· GitHub ↗
· v1.0.1
326
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Install in OpenClaw
/install semantic-prospect
Description
AI-powered semantic lead prospecting – discovers, qualifies, and enriches high-intent business opportunities from web communities, forums, Reddit, and public...
Usage Guidance
This skill appears to do what it says: it calls a Simply Semantics API and requires a single service API key. Before installing, verify the following: 1) Confirm the API key is obtained only from the vendor dashboard (https://dashboard.simplysemantics.com/sp/) and that you trust the https://dashboard.simplysemantics.com domain. 2) Note the metadata inconsistency: some registry summaries claim 'no required env vars' while the SKILL.md and clawhub.json require SIMPLY_SEMANTICS_API_KEY — expect to provide that key. 3) Understand the mock default: new accounts default to strategy 'mock' (synthetic leads); you must explicitly set strategy:'brave' or 'llm' to get real results. 4) Ask the vendor to clarify the privacy wording about 'not reading environment variables' (they should confirm they only use the supplied SIMPLY_SEMANTICS_API_KEY for authentication and don't harvest other secrets). 5) Ensure your intended use complies with the target communities' terms of service and privacy rules (the vendor states they only use public content). If you need higher assurance, request the vendor's security/privacy documentation or an API contract showing exact request/response shapes and retention behavior.
Capability Analysis
Type: OpenClaw Skill
Name: semantic-prospect
Version: 1.0.1
The OpenClaw skill 'semantic-prospect' is designed for AI-powered lead prospecting via an external SaaS API. It requires a single environment variable, `SIMPLY_SEMANTICS_API_KEY`, for authentication to its own service endpoint (`https://dashboard.simplysemantics.com/sp/mcp/forum-leads-api`). The documentation (SKILL.md, clawhub.json, LISTING.txt) consistently states that it only accesses publicly available data, does not collect third-party API keys (unless added by the user via the dashboard, where they are encrypted), and does not exfiltrate other environment variables or sensitive data. The instructions for the AI agent in SKILL.md are clear, direct, and focused on the stated purpose, including a safety mechanism to default to 'mock' (test) data for new accounts. There is no evidence of malicious execution, data exfiltration beyond its stated purpose, persistence mechanisms, or prompt injection attempts against the agent.
Capability Assessment
Purpose & Capability
The skill's name and description (semantic lead prospecting from public forums/Reddit) align with its declared API usage: it requires a service-specific API key and POSTs queries to a Simply Semantics endpoint that returns leads. The functionality described (strategies: mock/brave/llm, enrichment, scoring) is plausible for the stated purpose.
Instruction Scope
SKILL.md gives narrow, task-focused runtime instructions: extract targeting criteria, validate, then call the MCP endpoint with x-api-key. It does not instruct reading unrelated local files or other env vars. Note: the docs emphasize the platform 'never reads or transmits your environment variables' but also instruct the agent to send SIMPLY_SEMANTICS_API_KEY in an x-api-key header — this is expected for an API but the phrasing could be clearer (they likely mean they don't read unrelated env-vars).
Install Mechanism
Instruction-only skill with no install spec and no code files — lowest risk install surface (nothing is written to disk by the skill itself).
Credentials
The only required credential in SKILL.md and clawhub.json is a single service-scoped API key (SIMPLY_SEMANTICS_API_KEY), which is proportional to the stated SaaS API purpose. However, the top-level registry summary in the package metadata lists 'Required env vars: none' which contradicts the SKILL.md and clawhub.json. Also the privacy text's wording about 'never reads, collects, or transmits your environment variables' is ambiguous and should be clarified (they presumably mean they don't collect arbitrary env vars or third-party keys).
Persistence & Privilege
The skill is not always-enabled and is user-invocable; it does not request any elevated platform privileges or system-wide configuration changes in the instructions. Autonomous invocation is allowed (normal default) but not combined with other concerning permissions.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install semantic-prospect - After installation, invoke the skill by name or use
/semantic-prospect - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
semantic-prospect 1.0.1
- Clarified authentication requirements: SIMPLY_SEMANTICS_API_KEY is always required (no more mention of "no configuration required" for this key).
- Explained that third-party search API keys are not needed for free tier usage; platform provides its own keys for Brave and LLM.
- Added dedicated section on privacy, data retention, and data isolation, clarifying how lead data and API keys are handled.
- Improved free tier instructions and clarified API key management in all usage examples.
- Removed mention of SEMANTIC_PROSPECT_API_BASE override and cleaned up metadata to focus only on actual requirements.
- Made additional language updates to emphasize security, privacy, and correct integration setup.
v1.0.0
Initial release of semantic-prospect, an AI-powered tool for semantic lead prospecting and qualification.
- Discovers and enriches high-intent business leads from web communities like Reddit and forums.
- Returns prioritized prospect records with intent scores, context, and agent-ready actions.
- Free tier available: 10 weekly searches, 5 LLM queries, and 50 monthly leads with no configuration required.
- Requires only a SIMPLY_SEMANTICS_API_KEY to unlock unlimited usage or custom endpoint support.
- Designed for easy integration by sales bots, AI agents, enrichment, and outbound workflows.
- Alerts users when results are test data and provides clear usage/error instructions.
Metadata
Frequently Asked Questions
What is Semantic Prospect?
AI-powered semantic lead prospecting – discovers, qualifies, and enriches high-intent business opportunities from web communities, forums, Reddit, and public... It is an AI Agent Skill for Claude Code / OpenClaw, with 326 downloads so far.
How do I install Semantic Prospect?
Run "/install semantic-prospect" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Semantic Prospect free?
Yes, Semantic Prospect is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Semantic Prospect support?
Semantic Prospect is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Semantic Prospect?
It is built and maintained by Simply Semantics (@simplysemantics); the current version is v1.0.1.
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