Contributing
Thanks for helping keep this list useful.
Inclusion criteria
A tool gets in if it meets all of these:
- Open source. OSI-approved license preferred. Source-available or fair-code tools (n8n, AutoGPT platform, Phoenix) may be included but must be labeled as such in the entry.
- Actively maintained. Commits within the last 6 months. Archived repos get removed.
- Real developer utility. It solves a problem someone actually has. Demos, toys, and thin wrappers around one API call do not qualify.
- Not a duplicate. If three tools in a category already do the same thing, the new one needs a clear reason to exist.
Maturity level
Every entry carries one badge. Pick it yourself when you open the PR — reviewers just sanity-check it against the criteria below. A 30-second look at the repo’s releases page, commit history, and README is usually enough.
- 🟢 stable —
v1.0.0+ released or a battle-tested industry standard that never bothered bumping to 1.0 (Ollama, vLLM, LlamaIndex, Chroma — years of production use,v0.x.xforever). Real doc site with install guides and API reference, CI running tests, usually backed by a company, VC funding, or an established maintainer team. Staying on0.xalone isn’t disqualifying if everything else says “this is infrastructure people depend on.” - 🟡 active — still on
v0.x.x, but shipping fast: regular commits, PRs merging, healthy issue traffic. Solid for personal and local use; expect the API to move if you wire it into something you can’t easily unwind. - 🟠 experimental — no release tag (or an
-alpha/-betaone), young repo, low commit count, and/or the maintainer says so directly (“PoC”, “WIP”, “don’t use in production”). Thin docs, no tests, breaking changes are the norm.
Quick decision order: release tag → commit cadence/age → does the README warn you itself.
Entry format
Match the existing style exactly:
### [Tool Name](https://github.com/owner/repo)
`Language` · `License` · `Form factor` · 🟢 stable / 🟡 active / 🟠 experimental
One sentence: what it does, in plain language.
- **Replaces:** the proprietary product(s) it substitutes for
- **Backends:** which models/providers it supports (only if relevant)
- **Edge:** 1–3 sentences on *why you'd pick this over the alternatives*. Be specific and technical. No marketing adjectives.
The maturity badge (see Maturity level) goes at the end of the language/license/form-factor line.
Rules for the “Edge” line
This is the whole value of the list. Get it right.
- Bad: “Powerful, flexible, and easy to use.”
- Good: “PagedAttention plus continuous batching gives order-of-magnitude throughput gains over naive serving.”
Say what is technically true and load-bearing. If you can’t name a concrete reason to choose it, the tool probably doesn’t belong here.
No star counts
Star counts go stale within weeks and turn every PR into a maintenance chore. Don’t add them.
PR checklist
- Link goes to the canonical repo (not a fork, not a marketing site)
- License is accurate — check the
LICENSEfile in the repo, not the README claim - Placed in the correct category
- Entries within a category are ordered roughly by relevance
- “Edge” line is specific and technical
- Maturity badge (🟢/🟡/🟠) set and matches the criteria above
- Updated the cheat sheet table in the README if the tool replaces a well-known paid product
- One tool per PR (makes review and revert clean)
Removing entries
Removals are as welcome as additions. Open a PR if a project is:
- Archived or unmaintained (>12 months without commits)
- Relicensed away from open source
- Superseded by something clearly better in the same category
Say why in the PR description.
Reporting errors
Wrong license, dead link, inaccurate claim — open an issue. Corrections are the highest-value contribution to a list like this.