Comparison
prompttools vs shell-pilot
Verdict
Pick prompttools if prompttools aims to support developers in the testing and experimentation of prompts for language models as well as integrating vector databases through Python utilities; pick shell-pilot if shell-Pilot is a dependency-free shell script for interacting with multiple LLM APIs, offering easy integration into terminal workflows without extra software.
Markdown twin · prompttools alternatives · shell-pilot alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | prompttools | shell-pilot |
|---|---|---|
| Maintenance | Slowing (177d since push) As of 2w · github_public_v1 | Dormant (556d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings 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
- prompttools
- Open-source tools for prompt testing and experimentation
- shell-pilot
- A shell script for interacting with multiple LLM providers and enhancing intelligent system management.
Stars
- prompttools
- 3.0k
- shell-pilot
- 116
Forks
- prompttools
- 255
- shell-pilot
- 14
Open issues
- prompttools
- 41
- shell-pilot
- 2
Language
- prompttools
- Python
- shell-pilot
- Shell
Adopt for
- prompttools
- Prompttools aims to support developers in the testing and experimentation of prompts for language models as well as integrating vector databases through Python utilities.
- shell-pilot
- Shell-Pilot is a dependency-free shell script for interacting with multiple LLM APIs, offering easy integration into terminal workflows without extra software.
Persona
- prompttools
- -
- shell-pilot
- -
Runtime
- prompttools
- -
- shell-pilot
- -
License
- prompttools
- Apache-2.0
- shell-pilot
- MIT
Last pushed
- prompttools
- Feb 11, 2026
- shell-pilot
- Jan 28, 2025
Categories
- prompttools
- Developer Tools, LLM Frameworks, Vector Databases
- shell-pilot
- Developer Tools, LLM Frameworks
Trust and health
Maintenance
- prompttools
- Slowing (36%)
- shell-pilot
- Dormant (18%)
Days since push
- prompttools
- 177d
- shell-pilot
- 556d
Open issues (now)
- prompttools
- 41
- shell-pilot
- 2
Owner type
- prompttools
- Organization
- shell-pilot
- User
OSV dependency advisories
- prompttools
- Published findings
- shell-pilot
- No lockfile (source not queried)
Full report
- prompttools
- Trust report
- shell-pilot
- Trust report
Choose prompttools if…
- prompttools is primarily Python; shell-pilot is Shell.
- License: prompttools is Apache-2.0, shell-pilot is MIT.
- Pricing: PromptsTools is open-source under the Apache-2.0 license, making it free to use but with no official support available..
- Tags unique to prompttools: deep-learning, embeddings, large language models, llms.
- Also covers Vector Databases.
- Prompttools aims to support developers in the testing and experimentation of prompts for language models as well as integrating vector databases through Python utilities.
When NOT to use prompttools
- Last GitHub push was 195 days ago (slowing maintenance, Feb 11, 2026). Validate activity before betting a new project on prompttools.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
Choose shell-pilot if…
- shell-pilot is primarily Shell; prompttools is Python.
- License: shell-pilot is MIT, prompttools is Apache-2.0.
- Tags unique to shell-pilot: deepseek, interact-with-system, linux, llm.
- - When needing a lightweight tool for shell-based interaction with various LLM APIs including OpenAI, Ollama, Mistral AI, LocalAI, and ZhipuAI
When NOT to use shell-pilot
- - Avoid if you require a more feature-rich GUI interface for managing LLM interactions
- - Not recommended if your environment has strict dependency requirements that conflict with lightweight, standalone tools like Shell-Pilot
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hegelai/prompttools) · observed Aug 7, 2026
- GitHub forks (hegelai/prompttools) · observed Aug 7, 2026
- Last push (hegelai/prompttools) · observed Feb 11, 2026
- License file (Apache-2.0) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (reid41/shell-pilot) · observed Aug 7, 2026
- GitHub forks (reid41/shell-pilot) · observed Aug 7, 2026
- Last push (reid41/shell-pilot) · observed Jan 28, 2025
- License file (MIT) · observed Aug 7, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: prompttools 3.0k · shell-pilot 116 (synced Aug 7, 2026).
Common questions
- What is the difference between prompttools and shell-pilot?
- prompttools: Open-source tools for prompt testing and experimentation. shell-pilot: A shell script for interacting with multiple LLM providers and enhancing intelligent system management.. See the comparison table for live GitHub stats and shared categories.
- When should I choose prompttools over shell-pilot?
- Choose prompttools over shell-pilot when prompttools is primarily Python; shell-pilot is Shell; License: prompttools is Apache-2.0, shell-pilot is MIT; Pricing: PromptsTools is open-source under the Apache-2.0 license, making it free to use but with no official support available.; Tags unique to prompttools: deep-learning, embeddings, large language models, llms; Also covers Vector Databases; Prompttools aims to support developers in the testing and experimentation of prompts for language models as well as integrating vector databases through Python utilities.
- When should I choose shell-pilot over prompttools?
- Choose shell-pilot over prompttools when shell-pilot is primarily Shell; prompttools is Python; License: shell-pilot is MIT, prompttools is Apache-2.0; Tags unique to shell-pilot: deepseek, interact-with-system, linux, llm; - When needing a lightweight tool for shell-based interaction with various LLM APIs including OpenAI, Ollama, Mistral AI, LocalAI, and ZhipuAI.
- When should I avoid prompttools?
- Last GitHub push was 195 days ago (slowing maintenance, Feb 11, 2026). Validate activity before betting a new project on prompttools. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- When should I avoid shell-pilot?
- - Avoid if you require a more feature-rich GUI interface for managing LLM interactions - Not recommended if your environment has strict dependency requirements that conflict with lightweight, standalone tools like Shell-Pilot
- Is prompttools or shell-pilot more popular on GitHub?
- prompttools has more GitHub stars (3,046 vs 116). Stars measure visibility, not whether either tool fits your constraints.
- Are prompttools and shell-pilot open source?
- Yes - both are open-source projects on GitHub (prompttools: Apache-2.0, shell-pilot: MIT).
- Where can I find alternatives to prompttools or shell-pilot?
- GraphCanon lists graph-backed alternatives at prompttools alternatives and shell-pilot alternatives (prompttools markdown twin, shell-pilot 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, prompttools or shell-pilot?
- prompttools: Slowing. shell-pilot: Dormant. 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 prompttools and shell-pilot?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: prompttools trust report; shell-pilot trust report.