hallucination plugins

by Lauri Gates

Prompt engineering techniques for accurate, grounded Claude responses — anti-hallucination workflow with citation-backed analysis

by se-uhd

Detect hallucinated (fabricated) references in academic paper PDF files: extract references, verify against offline DBLP + CrossRef, DOI resolution, arXiv and Semantic Scholar, then triage the residue via web search and report likely-hallucinated citations.

by Shmulik Davar — BrAIght Wave

Verification of agent-built software: review capacity design for the agent-PR bottleneck, behavioral testing, tests derived from specs, alignment review of agent PRs, hallucination checks, and a Definition of Done for agent work.

by matheusPavaneli

Ticket-to-PR development workflow: triage, plan with verified citations, implement inside the plan, review, commit, PR. Pluggable issue trackers (Jira, Azure DevOps, GitHub Issues) or a backlog in the repo, so it works with no tracker at all.

by trac3r00

66 agent skills across eight families: deterministic guards, interop, security, backend/deploy, domains, engineering process, power tools, and creative/frontend workflows, including audited Proxmox VE MCP administration.

by Hodios contributors

Hodios fact-checking entries: prompts, personas and workflows.

by Cureonics

Domain-agnostic forensic and linguistic auditor for LLM-generated scientific text. Seven audit axes: reference integrity, claim grounding (with legal open-access full-text resolution), document-internal statistical consistency (statcheck/GRIM/GRIMMER/SPRITE/CI/percentage/subgroup, Turkish decimals), hallucination signals (with ISBN/ORCID/arXiv checksums + entity verification), reporting-guideline conformance (14 guidelines + section pre-scan), AI-use transparency (ICMJE/COPE), and Turkish scientific writing/orthography. Deterministic stdlib core with graceful provider degrade; remote-only MCP; Claude-native judge; injection shield + privacy invariant + content-hashed evidence ledger.

by ncoleman

Verify that every citation and reference in a document is real, accurately described, and consistently used.