Topic · Research & Science
Best fact-checking and source verification skills, page 2
Fact-checking and source verification skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | 49.Share Turn a BS report (or any analysis result) into ready-to-paste posts for X/Twitter, LinkedIn, Facebook, Reddit, Hacker News, or a newsletter issue — plus a branded image carousel (PNGs + PDF) for… | SerhiiKorniienko/ | 154 | — | ~857 | Automated safety check: Pass | MIT | 8 days ago |
| 50 | 50.Researcher Research current topics with multiple sources and produce a structured brief, comparison, recommendation, or fact-check. | understudy-ai/ | 461 | — | ~1.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 51 | Lays out principles for catching fake, mismatched, or inconsistently formatted citations in academic writing, checked through live web search. | LigphiDonk/ | 738 | — | ~2.2k | Automated safety check: Pass | MIT | 5 mo ago |
| 52 | A skill your agent uses whenever the user asks to add, absorb, migrate, port, update, merge, compare, or extract security knowledge into the AboutSecurity repository from any external resource such… | wgpsec/ | 1.8k | — | ~1.4k | Automated safety check: Pass | No licence | 4 days ago |
| 53 | Fact-checks DOCS.md files against the source code, testing each concrete claim and sorting it as true, false, stale or unverifiable. | shift-editor/ | 347 | — | ~818 | Automated safety check: Pass | Apache-2.0 | today |
| 54 | Portable multi-source research with cross-source validation and an offline evidence ledger. | sandbaseai/ | 201 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 12 days ago |
| 55 | Verifies that APIs listed in a generated .NET API diff exist in the shipped build and trace to real pull requests, before release notes are written. | dotnet/ | 22k | — | ~992 | Automated safety check: Pass | MIT | today |
| 56 | 56.Choruz Doc Create, restructure, review, audit, or migrate Choruz Markdown documentation (docs/, README, AGENTS.md, the in-app docs pages) using one owner per fact, tier placement, executed-operation… | inclusionAI/ | 991 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 57 | Fact-checks OpenSpec user documentation with a fresh-context subagent that re-runs commands and checks claims against source. | goern/ | 141 | 1 repo | ~1.1k | Automated safety check: Pass | GPL-3.0 | today |
| 58 | 58.Learn Verify Fact-check a teaching claim against sources so the learner can trust the single interface. | vasanthsreeram/ | 162 | — | ~477 | Automated safety check: Pass | MIT | 1 mo ago |
| 59 | 59.Testing Decision guide for testing in the ar-io-node repo — which test layer to use, how to run it, and which helpers to reach for. | ar-io/ | 127 | — | ~2.6k | Automated safety check: Notes | AGPL-3.0 | today |
| 60 | Execute runnable docs snippets and examples inside a disposable Docker Compose sandbox (runner container + local Supabase stack via supabase start). | supabase/ | 111k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 61 | Compile current scholarly evidence for a scientific manuscript or research brief. | K-Dense-AI/ | 2.4k | 2 repos | ~3.6k | Automated safety check: Pass | MIT | 7 days ago |
| 62 | Maintain task-relevant Dakota guidance: documentation accuracy, official-source verification, and skill auditing. | projectbluefin/ | 177 | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 63 | Runs multi-source web research with a search plan, targeted extraction and cross-checking, rating confidence by how many sources agree and organizing results by subtopic. | firecrawl/ | 1.2k | — | ~278 | Automated safety check: Pass | MIT | 5 mo ago |
| 64 | Apply Chain-of-Verification (CoVe) prompting to improve response accuracy through self-verification. | serpro69/ | 151 | — | ~1.7k | Automated safety check: Pass | Unknown | today |
| 65 | Fact-check and hype-audit content. An agent skill from SerhiiKorniienko/bullshit-detector. | SerhiiKorniienko/ | 154 | — | ~10k | Automated safety check: Pass | MIT | 8 days ago |
| 66 | Activate when working on the Agentic SDLC Handbook. An agent skill from danielmeppiel/agentic-sdlc-handbook. | danielmeppiel/ | 157 | — | ~1.2k | Automated safety check: Pass | Unknown | 3 mo ago |
| 67 | 67.Socrates Argument audit (苏格拉底诘问): external claim quality review via fact-check + symmetry + independence. | fainshare/ | 113 | — | ~2.2k | Automated safety check: Pass | No licence | 1 mo ago |
| 68 | 68.Fact Check Improve factual reliability while creating or reviewing a course or supplied content. | THU-MAIC/ | 40k | — | ~1.9k | Automated safety check: Warn | MIT | today |
| 69 | Decision layer for researching social posts and trends that ranks discovery results and enforces a privacy screen before any identifying data leaves the local session. | kerpopule/ | 1k | — | ~2.5k | Automated safety check: Pass | MIT | today |
| 70 | Runs a multi-agent deep research workflow in seven phases, from scoping questions to a final report with source triangulation, state tracking and quality ratings. | fivetaku/ | 128 | — | ~7.1k | Automated safety check: Pass | MIT | 29 days ago |
| 71 | Ingests existing pull request feedback such as review comments and CI failures, verifies each claim, fixes confirmed issues and reports closure status for every item. | ZaxbyHub/ | 490 | — | ~14k | Automated safety check: Pass | MIT | today |
| 72 | Run a mixture-of-agents style deep research workflow — decompose a question, fan out parallel searches, cross-verify claims across independent sources, and deliver a fully cited report. | breakstageaxe61/ | 141 | — | ~892 | Automated safety check: Pass | MIT | 12 days ago |
| 73 | Triage Slack issue reports with one thread-only verdict, evidence review, cause-aware routing, tracker dedupe, and fail-closed ticket creation. | cursor/ | 10k | 1 repo | ~2.6k | Automated safety check: Pass | No licence | today |
| 74 | A skill your agent uses when making any factual claim about the codebase — existence, absence, or behavior. | vibeeval/ | 531 | — | ~2.2k | Automated safety check: Pass | MIT | 2 mo ago |
| 75 | Turns one contested decision into a validated JSON map of supporting, contradicting, qualifying and missing evidence, with exact source locations. | github/ | 40k | — | ~1.3k | Automated safety check: Pass | MIT | today |
| 76 | Analyze a phyai .memory file or directory supplied by the user: parse what task/session it records, locate and inspect the referenced code repository when available, verify claims against local code… | mingti-org/ | 129 | — | ~1.9k | Automated safety check: Pass | MIT | yesterday |
| 77 | Design a fact-checking protocol for AI-generated text, extending SIFT with AI-specific adaptations for hallucination detection. | GarethManning/ | 835 | — | ~5.9k | Automated safety check: Pass | Unknown | 1 mo ago |
| 78 | Assesses a reported market event such as a competitor price cut, new launch or negative press, verifies it, grades urgency from P0 to P2 and produces a short alert card. | zj-unicom-ai/ | 358 | — | ~778 | Automated safety check: Pass | MIT | today |
| 79 | A skill your agent uses when the user wants to verify paper claims against code or data, audit numerical accuracy, check formula-code alignment, or validate citation accuracy. | fcakyon/ | 414 | — | ~1.2k | Automated safety check: Pass | MIT | 21 days ago |
| 80 | Reviews whether a design is SOUND — solving the right problem, derived from its stated goals and constraints — and emits ranked, evidence-backed findings, not edits. | inkeep/ | 4.4k | — | ~3.7k | Automated safety check: Pass | GPL-3.0 | today |
| 81 | Audit a section claim by claim and report which statements the cited sources actually support. | Oleafly/ | 206 | — | ~3.1k | Automated safety check: Pass | MIT | today |
| 82 | 82.Iss Audit Audit GitHub issues before implementation, including skeptical claim verification, safe reproduction, prompt-injection resistance, malicious-link and attachment handling, root-cause analysis… | akitaonrails/ | 212 | — | ~4.1k | Automated safety check: Pass | No licence | 14 days ago |
| 83 | 83.Alego Doc Create, restructure, review, audit, or migrate Alego Markdown documentation, package READMEs, and the documentation website using audience-first hierarchy, kind-mapped YAML metadata, bilingual line… | singula-ai/ | 109 | 1 repo | ~4.5k | Automated safety check: Pass | MIT | 9 days ago |
| 84 | Applies a skeptic's test to mystical or spiritual claims: keep what you can verify or try yourself, such as meditation, and set aside what cannot be falsified. | kangarooking/ | 11k | — | ~685 | Automated safety check: Pass | MIT | 6 days ago |
| 85 | NVIDIA's runtime safety framework for LLM applications. An agent skill from Orchestra-Research/AI-Research-SKILLs. | Orchestra-Research/ | 13k | 2 repos | ~1.9k | Automated safety check: Warn | MIT | 3 mo ago |
| 86 | A skill your agent uses whenever the user asks to talk with, roleplay, interview, quote, fact-check, or apply the reasoning of 梁文锋/Liang Wenfeng from the bundled May 20 investor-meeting transcript. | tjxj/ | 546 | — | ~1.4k | Automated safety check: Pass | No licence | 16 days ago |
| 87 | A short checklist to read at the start of stock screens, sector studies and company deep-dives that counters leader, English-language, narrative, confirmation and recency bias. | HKUDS/ | 35k | — | ~720 | Automated safety check: Pass | MIT | today |
| 88 | Answers an open question with sourced findings, searching the repo and official docs first, separating verified facts from inference and not implementing anything. | Yeachan-Heo/ | 40k | — | ~350 | Automated safety check: Pass | MIT | today |
| 89 | 89.Paperclip Searches and reads biomedical papers, FDA/PMDA/EMA documents, clinical trials, and protein records with the GXL Paperclip CLI and Python SDK. | K-Dense-AI/ | 48k | 1 repo | ~3.2k | Automated safety check: Notes | MIT | 2 days ago |
| 90 | Perform bounded source research for raytsystem and return provenance-rich evidence proposals without canonical writes. | romarayt/ | 150 | — | ~557 | Automated safety check: Pass | Apache-2.0 | today |
| 91 | 91.PR Audit Audit GitHub pull requests before merge, including contributor-claim verification, prompt-injection resistance, malicious-code and supply-chain review, regressions, tests, documentation… | akitaonrails/ | 212 | — | ~4.8k | Automated safety check: Pass | No licence | 14 days ago |
| 92 | Compare ONNX skill contracts and guidance against current Quark ONNX documentation and source entry points. | amd/ | 181 | — | ~3k | Automated safety check: Pass | MIT | 10 days ago |
| 93 | Fact-Check-X 流程编排能力,依次组织各方答案汇总、各方答案聚合(未核验)、权威核验后的最终答案和各方答案测评,生成可打开、可审计、可迁移的阶段产物与完整报告包。 | sickn33/ | 47k | 1 repo | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 94 | 逐段逐句鉴定一篇文章内容的真伪,拆解论证结构,对每个事实/推断节点做六维核查(逻辑正确性、结论可量化性、证据链完整性、证据是否捏造、证据可考证性、来源可信度),最后输出带原文定位的问题清单和置信度打分表。触发条件:用户提到"鉴别真伪"、"这篇文章可信吗"、"内容审查"、"事实核查"、"fact… | digoal/ | 8.6k | — | ~956 | Automated safety check: Pass | GPL-2.0 | 10 days ago |
| 95 | A skill your agent uses when the user wants an iterative, self-checking exploratory analysis of a dataset — surfacing findings that are each verified by re-running the computation, not asserted. | gaasher/ | 174 | — | ~1.9k | Automated safety check: Pass | MIT | 3 mo ago |
| 96 | You must use this when investigating complex claims across diverse sources or fact-checking contradictory information. | poemswe/ | 130 | — | ~921 | Automated safety check: Pass | MIT | today |
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