What makes hfpclawer-citation-audit notable?

1.1K downloads. Trust evidence available

How should hfpclawer-citation-audit be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

hfpclawer-citation-audit

Verify academic paper citations using a three-tier fallback pipeline: local FTS5 database → Semantic Scholar API → OpenAlex API. Supports single citation checks and batch reference-list audits. No external API keys required for basic usage. Skill: hfpclawer-citation-audit Owner: diamond2nv Summary: Verify academic paper citations using a three-tier fallback pipeline: local FTS5 database → Semantic Scholar API → OpenAlex API. Supports single citation checks and batch reference-list audits. No external API keys required for basic usage. Tags: latest:0.19.4 Version history: v0.19.4 | 2026-09-22T03:34:17.498Z | user Cross-link the Exo suite (entry skill exo

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

1.1k

Updated

Oct 11, 2026

Version

0.19.4

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.1K downloads reported by the source. Last updated 10/11/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 11, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 11, 2026
Adoption signal: 1.1K downloadsadoption · observed Oct 11, 2026
Latest release: 0.19.4release · observed Sep 22, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s173bdds2dnm0e1qxr38514gjh873hb8:hfpclawer-citation-audit

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-diamond2nv-hfpclawer-citation-audit/snapshot"

Documentation

CLAWHUB

64,246 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: hfpclawer-citation-audit
description: >
  Verify academic paper citations using a three-tier fallback pipeline:
  local FTS5 database → Semantic Scholar API → OpenAlex API.
  Supports single citation checks and batch reference-list audits.
  No external API keys required for basic usage.
category: research
author: HFPClawer Maintainers
version: 1.2.2
permissions: [shell, file_read, file_write, network]
metadata:
  hermes:
    homepage: https://github.com/diamond2nv/hfpapers-crawler
    pypi: https://pypi.org/project/hfpclawer/
    tags: [citation, audit, verification, research, academic, paper]
    related_skills: [hfpclawer-paper-search]
tags: [citation, audit, verification, research, academic, paper]
---

# hfpclawer Citation Audit

> **Part of the Exo suite** — literature (`hfpclawer`) → experiments (`expflow-pde`) → proofs
> (`omega-architect`). Three independent CLIs that meet through **files and CLI calls**, never imports.
> Entry skill: `exo-suite-linkage` (wiring, cost tiers **low → medium → high**, degradation ladder).
> Install: `uv tool install hfpclawer` · `uv tool install expflow-pde` ·
> `uv tool install "omega-architect @ git+https://github.com/diamond2nv/[email protected]"`

> 🔒 **Sanitization**: This skill ships in the public repo. Never embed private
> LAN IPs, real person names, or machine codenames in examples — use
> `<placeholder>` / `Jane Doe` / `[email protected]`. Real values live in the
> repo's gitignored `.hermes/internal-guide.md`. See repo AGENTS.md
> "Public-Release Sanitization".

Verify whether a cited academic paper actually exists, using a three-tier
pipeline that degrades gracefully when local data or remote APIs are unavailable.

> **Who this is for**: Researchers, reviewers, and literature-survey authors who
> need to check whether a citation refers to a real paper.

## Overview

The audit engine tries three sources in order, stopping at the first
confirmation:

```
                    ┌──────────────────────────┐
 User:              │  hfpclawer audit verify   │
 "Is this paper     │  "Fourier Neural Operator"│
 real?"             └─────────────┬────────────┘
                                  │
                    ┌─────────────┼─────────────┐
                    ▼             ▼              ▼
              ┌─────────┐  ┌──────────┐  ┌──────────┐
              │ L1:     │  │ L2:      │  │ L3:      │
              │ Local   │→ │ Semantic │→ │ OpenAlex │
              │ FTS5 DB │  │ Scholar  │  │          │
              │ (1ms)   │  │ (200ms)  │  │ (200ms)  │
              └─────────┘  └──────────┘  └──────────┘
```

Each source independently reports one of four statuses:
- `VERIFIED` — the paper exists in this source
- `SUSPECTED` — possible match (similar title, but not exact)
- `NOT_FOUND` — no match found
- `ERROR` — source unavailable (no local DB / API rate-limited)

## When to Use

- A user cites a paper you cannot find — verify its existence
- You team is writing a survey / literature re

_meta.json

{
  "ownerId": "kn74estzgs04n6ymr1sk3wxnc58739bk",
  "slug": "hfpclawer-citation-audit",
  "version": "0.19.4",
  "publishedAt": 1790048057498
}

skill-card.md

## Description:

Verify academic paper citations using local FTS5 data, Semantic Scholar, and OpenAlex, with support for single citation checks and batch reference-list audits.

This skill is ready for commercial/non-commercial use.

## Publisher:

[diamond2nv](https://clawhub.ai/user/diamond2nv)

### License/Terms of Use:

MIT-0

## Use Case:

Researchers, reviewers, literature-survey authors, and agents use this skill to check whether cited academic papers exist and to audit reference lists for missing, suspected, or verified citations.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Auto mode may send citation titles, arXiv IDs, and author or year hints to Semantic Scholar or OpenAlex.

Mitigation: Use local source mode for confidential bibliographies when possible, and review citation inputs before enabling network-backed sources.

Risk: Optional extras and MCP registration can broaden the runtime surface beyond basic citation checks.

Mitigation: Review optional extras and MCP configuration before enabling them in an agent environment.

Risk: Anonymous academic API tiers can be rate-limited, which may produce ERROR statuses or slower audits.

Mitigation: Use the local FTS5 source where available, or configure the documented Semantic Scholar and OpenAlex rate-limit options for higher-volume use.

## Reference(s):

- [ClawHub skill page](https://clawhub.ai/diamond2nv/skills/hfpclawer-citation-audit)
- [Project homepage](https://github.com/diamond2nv/hfpapers-crawler)
- [PyPI package](https://pypi.org/project/hfpclawer/)

## Skill Output:

**Output Type(s):** [Text, Markdown, Shell commands, Configuration, Guidance]

**Output Format:** [Markdown with command examples and citation-status text]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [May report VERIFIED, SUSPECTED, NOT_FOUND, or ERROR statuses and include source-specific results.]

## Skill Version(s):

0.19.4 (source: ClawHub release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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