Comparison
fact-checker vs anti-lie
Verdict
Pick fact-checker if `fact-checker` utilizes prompt chaining in Jupyter Notebook to fact-check Language Model outputs, enhancing the accuracy and reliability of responses; pick anti-lie if anti-Lie offers an LLM claim auditing layer using T1-T7 truth gradients to achieve high business effectiveness on fact-checking benchmarks.
Markdown twin · fact-checker alternatives · anti-lie alternatives
GraphCanon updated 1w
Trust & integrity
| Signal | fact-checker | anti-lie |
|---|---|---|
| Maintenance | Dormant (1026d since push) As of 1w · github_public_v1 | Slowing (90d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- fact-checker
- Fact-checking LLM outputs with self-ask
- anti-lie
- An LLM Claim Auditing Layer with truth gradients for verifying factual claims
Stars
- fact-checker
- 313
- anti-lie
- 89
Forks
- fact-checker
- 39
- anti-lie
- 7
Open issues
- fact-checker
- 0
- anti-lie
- 0
Language
- fact-checker
- Jupyter Notebook
- anti-lie
- Python
Adopt for
- fact-checker
- `fact-checker` utilizes prompt chaining in Jupyter Notebook to fact-check Language Model outputs, enhancing the accuracy and reliability of responses.
- anti-lie
- Anti-Lie offers an LLM claim auditing layer using T1-T7 truth gradients to achieve high business effectiveness on fact-checking benchmarks.
Persona
- fact-checker
- -
- anti-lie
- -
Runtime
- fact-checker
- -
- anti-lie
- -
License
- fact-checker
- -
- anti-lie
- MIT License, allows easy integration, inspection, forks, embeds, and improvements of the tool in various agent runtimes and audit systems.
Last pushed
- fact-checker
- Oct 23, 2023
- anti-lie
- May 10, 2026
Categories
- fact-checker
- Evaluation & Observability
- anti-lie
- Evaluation & Observability
Trust and health
Maintenance
- fact-checker
- Dormant (18%)
- anti-lie
- Slowing (36%)
Days since push
- fact-checker
- 1026d
- anti-lie
- 90d
Stars delta
- fact-checker
- +4 (30d)
- anti-lie
- Unknown
Open issues delta
- fact-checker
- 0 (30d)
- anti-lie
- Unknown
Full report
- fact-checker
- Trust report
- anti-lie
- Trust report
Shared compatibility
- Python · fact-checker: Python runtime · anti-lie: Python runtime
Choose fact-checker if…
- fact-checker is primarily Jupyter Notebook; anti-lie is Python.
- Pricing: The licensing information for `fact-checker` is unclear, indicating that further investigation into its legal usage might be required before implementation..
- Requirements: Requires Python and possibly Jupyter Notebook environment for running the provided IPython notebook script or command-line script..
- Tags unique to fact-checker: fact-checking, llm, prompt-chaining, python.
- - When you need to verify the accuracy of assumptions made by a Language Model’s initial response through self-ask methodologies.
When NOT to use fact-checker
- - If an immediate answer is required without the step-by-step reassessment process, as `fact-checker` involves sequential validation that could be time-consuming.
- - In situations where real-time interaction is critical and a delay from additional self-interrogation steps would not be beneficial for user experience.
Choose anti-lie if…
- anti-lie is primarily Python; fact-checker is Jupyter Notebook.
- Pricing: The software is free (open source). However, additional compliance documents may incur costs or delays..
- Tags unique to anti-lie: agent-skills, ai safety, anti-lie, audit.
- When you require high accuracy in verifying factual claims made by LLMs, achieving a reported 98.1% effectiveness on benchmark testing with LiarBench v0.2
When NOT to use anti-lie
- When the target platform is not Linux or macOS, as current service definitions are specific to these operating systems (systemd for Linux, launchd for macOS)
- If your project does not require an outbound hook bundle including both a Python verifier and a Node.js shadow worker
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (jagilley/fact-checker) · observed Aug 15, 2026
- GitHub forks (jagilley/fact-checker) · observed Aug 15, 2026
- Last push (jagilley/fact-checker) · observed Oct 23, 2023
- License file (unknown) · observed Aug 15, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lc198707/anti-lie) · observed Aug 8, 2026
- GitHub forks (lc198707/anti-lie) · observed Aug 8, 2026
- Last push (lc198707/anti-lie) · observed May 10, 2026
- License file (Other) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: fact-checker 313 · anti-lie 89 (synced Aug 15, 2026).
Common questions
- What is the difference between fact-checker and anti-lie?
- fact-checker: Fact-checking LLM outputs with self-ask. anti-lie: An LLM Claim Auditing Layer with truth gradients for verifying factual claims. See the comparison table for live GitHub stats and shared categories.
- When should I choose fact-checker over anti-lie?
- Choose fact-checker over anti-lie when fact-checker is primarily Jupyter Notebook; anti-lie is Python; Pricing: The licensing information for
fact-checkeris unclear, indicating that further investigation into its legal usage might be required before implementation.; Requirements: Requires Python and possibly Jupyter Notebook environment for running the provided IPython notebook script or command-line script.; Tags unique to fact-checker: fact-checking, llm, prompt-chaining, python; - When you need to verify the accuracy of assumptions made by a Language Model’s initial response through self-ask methodologies. - When should I choose anti-lie over fact-checker?
- Choose anti-lie over fact-checker when anti-lie is primarily Python; fact-checker is Jupyter Notebook; Pricing: The software is free (open source). However, additional compliance documents may incur costs or delays.; Tags unique to anti-lie: agent-skills, ai safety, anti-lie, audit; When you require high accuracy in verifying factual claims made by LLMs, achieving a reported 98.1% effectiveness on benchmark testing with LiarBench v0.2.
- When should I avoid fact-checker?
- - If an immediate answer is required without the step-by-step reassessment process, as
fact-checkerinvolves sequential validation that could be time-consuming. - In situations where real-time interaction is critical and a delay from additional self-interrogation steps would not be beneficial for user experience. - When should I avoid anti-lie?
- When the target platform is not Linux or macOS, as current service definitions are specific to these operating systems (systemd for Linux, launchd for macOS) If your project does not require an outbound hook bundle including both a Python verifier and a Node.js shadow worker
- Is fact-checker or anti-lie more popular on GitHub?
- fact-checker has more GitHub stars (313 vs 89). Stars measure visibility, not whether either tool fits your constraints.
- Are fact-checker and anti-lie open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to fact-checker or anti-lie?
- GraphCanon lists graph-backed alternatives at fact-checker alternatives and anti-lie alternatives (fact-checker markdown twin, anti-lie markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, fact-checker or anti-lie?
- fact-checker: Dormant. anti-lie: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for fact-checker and anti-lie?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: fact-checker trust report; anti-lie trust report.